{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 利用文本描述进行分类——聚类\n",
    "\n",
    "    利用聚类方法，根据企业的文本描述对企业进行分类。\n",
    "    \n",
    "## 1、数据处理\n",
    "\n",
    "### （1）导入相关包和数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 首先 import 必要的模块\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "\n",
    "import jieba\n",
    "import jieba.analyse\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "pd.set_option('display.max_colwidth',5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class</th>\n",
       "      <th>Desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>公司的主营业务为向中小微企业、个体工商户、农户等客户提供贷款服务，自设立以来主营业务未发生过变化。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>公司立足于商业地产服务，致力于为商业地产开发、销售、运营全产业链提供一整套增值服务，业务覆盖商业定位及策划、商业设计、销售代理、招商代理电子商务、以及商业地产运管服务；同时开展应用互联网电商模式，采取O2O线上导流线下服务方式进行住宅类业务的创新营销服务。公司的业务板块包括商业地产策划顾问、专业招商及运营管理、代理销售、麦吉铺O2O电子商务。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>公司经工商管理部门核准的经营范围为“投资咨询、经济信息咨询，企业管理咨询，品牌推广策划，公共关系策划，文化交流策划咨询，企业形象策划，图文设计，会展服务（依法须经批准的项目，经相关部门批准后方可开展经营活动）”。公司的主营业务为：为国内上市公司提供投资者关系顾问服务。根据公司的主营业务，按照《国民经济行业分类》（GBT4754-2011），公司属于“商务服务业（L72）”分类下的“社会经济咨询（L7233）”。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>该公司的主营业务为在中国境内(港、澳、台除外)开展保险代理销售，依托于自身的产品研究能力和专业化服务能力，通过为团体或个人保险受众提供投保需求分析、投保方案制定、保险理赔、保单保全等一站式服务，最终为保险公司完成人身保险及财产保险等保险产品的代理销售综合服务。公司自成立以来，已与中国人民人寿保险股份有限公司、中德安联人寿保险有限公司、中英人寿保险有限公司、阳光人寿保险股份有限公司、中意人寿保险有限公司、同方全球人寿保险有限公司、中国泰康人寿保险股份有限公司等数十家保险公司建立了紧密的合作关系，并为其完成千余种保险产品的代理销售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>公司主营业务为地铁商业物业的租赁与运营管理服务。公司以整体租赁的方式取得轨道交通站点附属建筑物内商业物业的经营权，利用承租物业从事商铺出租和运营管理服务，公司对承租物业进行规划、定位、设计、改造，从满足商业业态经营需要和消费者需求等方面提升其商业价值空间，从而获得更优的租金收益。2015年和2014年公司经审计的营业收入分别为21,740,629.29元，550,498.50元，主营业务收入占营业收入的比重为100%，自设立以来，公司主营业务未发生变化。</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  \\\n",
       "0      2   \n",
       "1      1   \n",
       "2      2   \n",
       "3      2   \n",
       "4      1   \n",
       "\n",
       "                                                                                                                                                                                                                                                                         Desc  \n",
       "0                                                                                                                                                                                                                           公司的主营业务为向中小微企业、个体工商户、农户等客户提供贷款服务，自设立以来主营业务未发生过变化。  \n",
       "1                                                                                                公司立足于商业地产服务，致力于为商业地产开发、销售、运营全产业链提供一整套增值服务，业务覆盖商业定位及策划、商业设计、销售代理、招商代理电子商务、以及商业地产运管服务；同时开展应用互联网电商模式，采取O2O线上导流线下服务方式进行住宅类业务的创新营销服务。公司的业务板块包括商业地产策划顾问、专业招商及运营管理、代理销售、麦吉铺O2O电子商务。  \n",
       "2                                                             公司经工商管理部门核准的经营范围为“投资咨询、经济信息咨询，企业管理咨询，品牌推广策划，公共关系策划，文化交流策划咨询，企业形象策划，图文设计，会展服务（依法须经批准的项目，经相关部门批准后方可开展经营活动）”。公司的主营业务为：为国内上市公司提供投资者关系顾问服务。根据公司的主营业务，按照《国民经济行业分类》（GBT4754-2011），公司属于“商务服务业（L72）”分类下的“社会经济咨询（L7233）”。  \n",
       "3  该公司的主营业务为在中国境内(港、澳、台除外)开展保险代理销售，依托于自身的产品研究能力和专业化服务能力，通过为团体或个人保险受众提供投保需求分析、投保方案制定、保险理赔、保单保全等一站式服务，最终为保险公司完成人身保险及财产保险等保险产品的代理销售综合服务。公司自成立以来，已与中国人民人寿保险股份有限公司、中德安联人寿保险有限公司、中英人寿保险有限公司、阳光人寿保险股份有限公司、中意人寿保险有限公司、同方全球人寿保险有限公司、中国泰康人寿保险股份有限公司等数十家保险公司建立了紧密的合作关系，并为其完成千余种保险产品的代理销售  \n",
       "4                                       公司主营业务为地铁商业物业的租赁与运营管理服务。公司以整体租赁的方式取得轨道交通站点附属建筑物内商业物业的经营权，利用承租物业从事商铺出租和运营管理服务，公司对承租物业进行规划、定位、设计、改造，从满足商业业态经营需要和消费者需求等方面提升其商业价值空间，从而获得更优的租金收益。2015年和2014年公司经审计的营业收入分别为21,740,629.29元，550,498.50元，主营业务收入占营业收入的比重为100%，自设立以来，公司主营业务未发生变化。  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取训练数据\n",
    "dpath = './Text/'\n",
    "train = pd.read_csv(dpath +\"training.csv\")\n",
    "train.columns = ['Class','Desc']\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    每个训练样本包含两个字段，分别为企业类别标签（1～10）和企业的文字描述（文本）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）数据清洗\n",
    "\n",
    "    用正则表达式，去除非中文字符的标点符号或特殊符号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    }
   ],
   "source": [
    "# 正则表达式取中文字符\n",
    "import re\n",
    "pattern = re.compile(r'[\\u4e00-\\u9fa5]+')\n",
    "\n",
    "for index in range(len(train)) :\n",
    "    text = train[index : index+1]['Desc'].to_string(index=False)\n",
    "    #print(text)\n",
    "    filter_data = re.findall(pattern, text)\n",
    "    text = ''.join(filter_data)\n",
    "    train[index : index+1]['Desc'] = text\n",
    "    #print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>Desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>公司的主营业务为向中小微企业个体工商户农户等客户提供贷款服务自设立以来主营业务未发生过变化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>公司立足于商业地产服务致力于为商业地产开发销售运营全产业链提供一整套增值服务业务覆盖商业定位及策划商业设计销售代理招商代理电子商务以及商业地产运管服务同时开展应用互联网电商模式采取线上导流线下服务方式进行住宅类业务的创新营销服务公司的业务板块包括商业地产策划顾问专业招商及运营管理代理销售麦吉铺电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>公司经工商管理部门核准的经营范围为投资咨询经济信息咨询企业管理咨询品牌推广策划公共关系策划文化交流策划咨询企业形象策划图文设计会展服务依法须经批准的项目经相关部门批准后方可开展经营活动公司的主营业务为为国内上市公司提供投资者关系顾问服务根据公司的主营业务按照国民经济行业分类公司属于商务服务业分类下的社会经济咨询</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>该公司的主营业务为在中国境内港澳台除外开展保险代理销售依托于自身的产品研究能力和专业化服务能力通过为团体或个人保险受众提供投保需求分析投保方案制定保险理赔保单保全等一站式服务最终为保险公司完成人身保险及财产保险等保险产品的代理销售综合服务公司自成立以来已与中国人民人寿保险股份有限公司中德安联人寿保险有限公司中英人寿保险有限公司阳光人寿保险股份有限公司中意人寿保险有限公司同方全球人寿保险有限公司中国泰康人寿保险股份有限公司等数十家保险公司建立了紧密的合作关系并为其完成千余种保险产品的代理销售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>公司主营业务为地铁商业物业的租赁与运营管理服务公司以整体租赁的方式取得轨道交通站点附属建筑物内商业物业的经营权利用承租物业从事商铺出租和运营管理服务公司对承租物业进行规划定位设计改造从满足商业业态经营需要和消费者需求等方面提升其商业价值空间从而获得更优的租金收益年和年公司经审计的营业收入分别为元元主营业务收入占营业收入的比重为自设立以来公司主营业务未发生变化</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  \\\n",
       "0      2   \n",
       "1      1   \n",
       "2      2   \n",
       "3      2   \n",
       "4      1   \n",
       "\n",
       "                                                                                                                                                                                                                                                      Desc  \n",
       "0                                                                                                                                                                                                            公司的主营业务为向中小微企业个体工商户农户等客户提供贷款服务自设立以来主营业务未发生过变化  \n",
       "1                                                                                                  公司立足于商业地产服务致力于为商业地产开发销售运营全产业链提供一整套增值服务业务覆盖商业定位及策划商业设计销售代理招商代理电子商务以及商业地产运管服务同时开展应用互联网电商模式采取线上导流线下服务方式进行住宅类业务的创新营销服务公司的业务板块包括商业地产策划顾问专业招商及运营管理代理销售麦吉铺电子商务  \n",
       "2                                                                                             公司经工商管理部门核准的经营范围为投资咨询经济信息咨询企业管理咨询品牌推广策划公共关系策划文化交流策划咨询企业形象策划图文设计会展服务依法须经批准的项目经相关部门批准后方可开展经营活动公司的主营业务为为国内上市公司提供投资者关系顾问服务根据公司的主营业务按照国民经济行业分类公司属于商务服务业分类下的社会经济咨询  \n",
       "3  该公司的主营业务为在中国境内港澳台除外开展保险代理销售依托于自身的产品研究能力和专业化服务能力通过为团体或个人保险受众提供投保需求分析投保方案制定保险理赔保单保全等一站式服务最终为保险公司完成人身保险及财产保险等保险产品的代理销售综合服务公司自成立以来已与中国人民人寿保险股份有限公司中德安联人寿保险有限公司中英人寿保险有限公司阳光人寿保险股份有限公司中意人寿保险有限公司同方全球人寿保险有限公司中国泰康人寿保险股份有限公司等数十家保险公司建立了紧密的合作关系并为其完成千余种保险产品的代理销售  \n",
       "4                                                                     公司主营业务为地铁商业物业的租赁与运营管理服务公司以整体租赁的方式取得轨道交通站点附属建筑物内商业物业的经营权利用承租物业从事商铺出租和运营管理服务公司对承租物业进行规划定位设计改造从满足商业业态经营需要和消费者需求等方面提升其商业价值空间从而获得更优的租金收益年和年公司经审计的营业收入分别为元元主营业务收入占营业收入的比重为自设立以来公司主营业务未发生变化  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）数据分词\n",
    "\n",
    "    由于企业描述是文本信息，需要对文本信息进行特征提取，所以文本分词可以采用Jieba分词。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /var/folders/8h/6ccn1ffd1g926n836p53h4nr0000gn/T/jieba.cache\n",
      "Loading model cost 1.010 seconds.\n",
      "Prefix dict has been built succesfully.\n",
      "/Users/apple/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "for index in range(len(train)) :\n",
    "    text = train[index : index+1]['Desc'].to_string(index=False)\n",
    "    seg_list = jieba.cut(text)\n",
    "    text = \"/\".join(seg_list)\n",
    "    train[index : index+1]['Desc'] = text\n",
    "    #print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class</th>\n",
       "      <th>Desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>/公司/的/主营业务/为/向/中小/微/企业/个体/工商户/农户/等/客户/提供/贷款/服务/自/设立/以来/主营业务/未/发生/过/变化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>/公司/立足于/商业地产/服务/致力于/为/商业地产/开发/销售/运营/全/产业链/提供/一整套/增值/服务/业务/覆盖/商业/定位/及/策划/商业/设计/销售/代理/招商/代理/电子商务/以及/商业地产/运管/服务/同时/开展/应用/互联网/电商/模式/采取/线上/导流/线下/服务/方式/进行/住宅/类/业务/的/创新/营销/服务公司/的/业务/板块/包括/商业地产/策划/顾问/专业/招商/及/运营/管理/代理/销售/麦吉铺/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>/公司/经/工商管理/部门/核准/的/经营范围/为/投资/咨询/经济/信息/咨询/企业/管理/咨询/品牌/推广/策划/公共关系/策划/文化交流/策划/咨询/企业形象/策划/图文/设计/会展/服务/依法/须/经/批准/的/项目/经/相关/部门/批准/后方/可/开展/经营/活动/公司/的/主营业务/为/为/国内/上市公司/提供/投资者/关系/顾问/服务/根据/公司/的/主营业务/按照/国民经济/行业/分类/公司/属于/商务/服务业/分类/下/的/社会/经济/咨询</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>/该/公司/的/主营业务/为/在/中国/境内/港澳台/除外/开展/保险代理/销售/依托/于/自身/的/产品/研究/能力/和/专业化/服务/能力/通过/为/团体/或/个人保险/受众/提供/投保/需求/分析/投保/方案/制定/保险/理赔/保单/保全/等/一站式/服务/最终/为/保险公司/完成/人身保险/及/财产保险/等/保险产品/的/代理/销售/综合/服务公司/自/成立/以来/已/与/中国/人民/人寿保险/股份/有限公司/中/德安/联/人寿保险/有限公司/中/英/人寿保险/有限公司/阳光/人寿保险/股份/有限公司/中意/人寿保险/有限公司/同方/全球/人寿保险/有限公司/中国/泰康人寿/保险/股份/有限公司/等/数十家/保险公司/建立/了/紧密/的/合作/关系/并/为/其/完成/千余种/保险产品/的/代理/销售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>/公司/主营业务/为/地铁/商业/物业/的/租赁/与/运营/管理/服务公司/以/整体/租赁/的/方式/取得/轨道交通/站点/附属/建筑物/内/商业/物业/的/经营权/利用/承租/物业/从事/商铺/出租/和/运营/管理/服务公司/对/承租/物业/进行/规划/定位/设计/改造/从/满足/商业/业态/经营/需要/和/消费者/需求/等/方面/提升/其/商业价值/空间/从而/获得/更优/的/租金/收益/年/和/年/公司/经/审计/的/营业/收入/分别/为元元/主营业务/收入/占/营业/收入/的/比重/为/自/设立/以来/公司/主营业务/未/发生变化</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  \\\n",
       "0      2   \n",
       "1      1   \n",
       "2      2   \n",
       "3      2   \n",
       "4      1   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                      Desc  \n",
       "0                                                                                                                                                                                                                                                                                                    /公司/的/主营业务/为/向/中小/微/企业/个体/工商户/农户/等/客户/提供/贷款/服务/自/设立/以来/主营业务/未/发生/过/变化  \n",
       "1                                                                                                                                             /公司/立足于/商业地产/服务/致力于/为/商业地产/开发/销售/运营/全/产业链/提供/一整套/增值/服务/业务/覆盖/商业/定位/及/策划/商业/设计/销售/代理/招商/代理/电子商务/以及/商业地产/运管/服务/同时/开展/应用/互联网/电商/模式/采取/线上/导流/线下/服务/方式/进行/住宅/类/业务/的/创新/营销/服务公司/的/业务/板块/包括/商业地产/策划/顾问/专业/招商/及/运营/管理/代理/销售/麦吉铺/电子商务  \n",
       "2                                                                                                                                  /公司/经/工商管理/部门/核准/的/经营范围/为/投资/咨询/经济/信息/咨询/企业/管理/咨询/品牌/推广/策划/公共关系/策划/文化交流/策划/咨询/企业形象/策划/图文/设计/会展/服务/依法/须/经/批准/的/项目/经/相关/部门/批准/后方/可/开展/经营/活动/公司/的/主营业务/为/为/国内/上市公司/提供/投资者/关系/顾问/服务/根据/公司/的/主营业务/按照/国民经济/行业/分类/公司/属于/商务/服务业/分类/下/的/社会/经济/咨询  \n",
       "3   /该/公司/的/主营业务/为/在/中国/境内/港澳台/除外/开展/保险代理/销售/依托/于/自身/的/产品/研究/能力/和/专业化/服务/能力/通过/为/团体/或/个人保险/受众/提供/投保/需求/分析/投保/方案/制定/保险/理赔/保单/保全/等/一站式/服务/最终/为/保险公司/完成/人身保险/及/财产保险/等/保险产品/的/代理/销售/综合/服务公司/自/成立/以来/已/与/中国/人民/人寿保险/股份/有限公司/中/德安/联/人寿保险/有限公司/中/英/人寿保险/有限公司/阳光/人寿保险/股份/有限公司/中意/人寿保险/有限公司/同方/全球/人寿保险/有限公司/中国/泰康人寿/保险/股份/有限公司/等/数十家/保险公司/建立/了/紧密/的/合作/关系/并/为/其/完成/千余种/保险产品/的/代理/销售  \n",
       "4                                                                                         /公司/主营业务/为/地铁/商业/物业/的/租赁/与/运营/管理/服务公司/以/整体/租赁/的/方式/取得/轨道交通/站点/附属/建筑物/内/商业/物业/的/经营权/利用/承租/物业/从事/商铺/出租/和/运营/管理/服务公司/对/承租/物业/进行/规划/定位/设计/改造/从/满足/商业/业态/经营/需要/和/消费者/需求/等/方面/提升/其/商业价值/空间/从而/获得/更优/的/租金/收益/年/和/年/公司/经/审计/的/营业/收入/分别/为元元/主营业务/收入/占/营业/收入/的/比重/为/自/设立/以来/公司/主营业务/未/发生变化  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （4）停用词过滤\n",
    "\n",
    "    去掉文本中不重要且没有实际意义的助词等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    }
   ],
   "source": [
    "# 去除停用词\n",
    "stopword = pd.read_csv(\"Text/ChineseStopWords/ChineseStopWords.txt\", header=None, names=['words'], encoding='utf-8')\n",
    "stopwords = stopword['words'].values.tolist()\n",
    "\n",
    "for index in range(len(train)) :\n",
    "    text = train[index : index+1]['Desc'].to_string(index=False)\n",
    "    words = text.split('/')\n",
    "    filtered = [word for word in words if(word not in stopwords)]\n",
    "    text = '/'.join(filtered)\n",
    "    train[index : index+1]['Desc'] = text\n",
    "    #print(filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Class</th>\n",
       "      <th>Desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>/公司/主营业务/微/企业/个体/工商户/农户/客户/提供/贷款/服务/设立/主营业务/未/发生/变化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>/公司/立足于/商业地产/服务/致力于/商业地产/开发/销售/运营/全/产业链/提供/一整套/增值/服务/业务/覆盖/商业/定位/策划/商业/设计/销售/代理/招商/代理/电子商务/商业地产/运管/服务/互联网/电商/模式/线上/导流/线下/服务/方式/住宅/类/业务/创新/营销/服务公司/业务/板块/包括/商业地产/策划/顾问/专业/招商/运营/管理/代理/销售/麦吉铺/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>/公司/工商管理/部门/核准/经营范围/投资/咨询/经济/信息/咨询/企业/管理/咨询/品牌/推广/策划/公共关系/策划/文化交流/策划/咨询/企业形象/策划/图文/设计/会展/服务/依法/须/批准/项目/相关/部门/批准/后方/经营/活动/公司/主营业务/国内/上市公司/提供/投资者/关系/顾问/服务/公司/主营业务/国民经济/行业/分类/公司/商务/服务业/分类/社会/经济/咨询</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>/公司/主营业务/中国/境内/港澳台/保险代理/销售/依托/产品/研究/能力/专业化/服务/能力/团体/个人保险/受众/提供/投保/需求/分析/投保/方案/制定/保险/理赔/保单/保全/一站式/服务/最终/保险公司/人身保险/财产保险/保险产品/代理/销售/综合/服务公司/成立/中国/人民/人寿保险/股份/有限公司/中/德安/联/人寿保险/有限公司/中/英/人寿保险/有限公司/阳光/人寿保险/股份/有限公司/中意/人寿保险/有限公司/同方/全球/人寿保险/有限公司/中国/泰康人寿/保险/股份/有限公司/数十家/保险公司/建立/紧密/合作/关系/千余种/保险产品/代理/销售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>/公司/主营业务/地铁/商业/物业/租赁/运营/管理/服务公司/整体/租赁/方式/轨道交通/站点/附属/建筑物/商业/物业/经营权/利用/承租/物业/商铺/出租/运营/管理/服务公司/承租/物业/规划/定位/设计/改造/商业/业态/经营/消费者/需求/提升/商业价值/空间/更优/租金/收益/年/年/公司/审计/营业/收入/为元元/主营业务/收入/占/营业/收入/比重/设立/公司/主营业务/未/发生变化</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class  \\\n",
       "0      2   \n",
       "1      1   \n",
       "2      2   \n",
       "3      2   \n",
       "4      1   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                  Desc  \n",
       "0                                                                                                                                                                                                                                                  /公司/主营业务/微/企业/个体/工商户/农户/客户/提供/贷款/服务/设立/主营业务/未/发生/变化  \n",
       "1                                                                                                     /公司/立足于/商业地产/服务/致力于/商业地产/开发/销售/运营/全/产业链/提供/一整套/增值/服务/业务/覆盖/商业/定位/策划/商业/设计/销售/代理/招商/代理/电子商务/商业地产/运管/服务/互联网/电商/模式/线上/导流/线下/服务/方式/住宅/类/业务/创新/营销/服务公司/业务/板块/包括/商业地产/策划/顾问/专业/招商/运营/管理/代理/销售/麦吉铺/电子商务  \n",
       "2                                                                                                    /公司/工商管理/部门/核准/经营范围/投资/咨询/经济/信息/咨询/企业/管理/咨询/品牌/推广/策划/公共关系/策划/文化交流/策划/咨询/企业形象/策划/图文/设计/会展/服务/依法/须/批准/项目/相关/部门/批准/后方/经营/活动/公司/主营业务/国内/上市公司/提供/投资者/关系/顾问/服务/公司/主营业务/国民经济/行业/分类/公司/商务/服务业/分类/社会/经济/咨询  \n",
       "3    /公司/主营业务/中国/境内/港澳台/保险代理/销售/依托/产品/研究/能力/专业化/服务/能力/团体/个人保险/受众/提供/投保/需求/分析/投保/方案/制定/保险/理赔/保单/保全/一站式/服务/最终/保险公司/人身保险/财产保险/保险产品/代理/销售/综合/服务公司/成立/中国/人民/人寿保险/股份/有限公司/中/德安/联/人寿保险/有限公司/中/英/人寿保险/有限公司/阳光/人寿保险/股份/有限公司/中意/人寿保险/有限公司/同方/全球/人寿保险/有限公司/中国/泰康人寿/保险/股份/有限公司/数十家/保险公司/建立/紧密/合作/关系/千余种/保险产品/代理/销售  \n",
       "4                                                                                           /公司/主营业务/地铁/商业/物业/租赁/运营/管理/服务公司/整体/租赁/方式/轨道交通/站点/附属/建筑物/商业/物业/经营权/利用/承租/物业/商铺/出租/运营/管理/服务公司/承租/物业/规划/定位/设计/改造/商业/业态/经营/消费者/需求/提升/商业价值/空间/更优/租金/收益/年/年/公司/审计/营业/收入/为元元/主营业务/收入/占/营业/收入/比重/设立/公司/主营业务/未/发生变化  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （5）关键词提取\n",
    "    \n",
    "    本来是想用 TextRank 关键词提取出的权值作为特征向量的，但好像还是不合适"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n"
     ]
    }
   ],
   "source": [
    "# allowPOS默认为('ns', 'n', 'vn', 'v')，即仅提取地名、名词、动名词、动词 \n",
    "\n",
    "for index in range(len(train)) :\n",
    "    text = train[index : index+1]['Desc'].to_string(index=False)\n",
    "    keywords = jieba.analyse.textrank(text, topK=20, withWeight=True)   # 前20个关键词（我也不知道我提这个干嘛，想用text-rank的权值 \n",
    "    #print(keywords)\n",
    "    \n",
    "    # 访问提取结果，关键词和相应的权重\n",
    "    key_list = []\n",
    "    for item in keywords:\n",
    "        key_list.append(item[0])\n",
    "        #print(item[0], item[1])\n",
    "    \n",
    "    # 串起来\n",
    "    text = '/'.join(key_list)\n",
    "    train[index : index+1]['Desc'] = text\n",
    "    #print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Class</th>\n",
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       "      <th>0</th>\n",
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       "    </tr>\n",
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       "      <td>2</td>\n",
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       "   Class  \\\n",
       "0      2   \n",
       "1      1   \n",
       "2      2   \n",
       "3      2   \n",
       "4      1   \n",
       "\n",
       "                                                                      Desc  \n",
       "0                                主营业务/服务/工商户/贷款/提供/农户/客户/企业/设立/发生/个体/变化/公司  \n",
       "1        服务/商业地产/业务/代理/销售/商业/运营/策划/招商/互联网/服务公司/营销/运管/板块/覆盖/包括/致力于/定位/电商/开发  \n",
       "2       咨询/策划/公司/分类/服务/批准/部门/经济/主营业务/关系/相关/会展/设计/经营范围/行业/国民经济/图文/投资/服务业/商务  \n",
       "3  有限公司/人寿保险/销售/中国/能力/投保/保险产品/保险/股份/服务/代理/保险公司/依托/财产保险/研究/理赔/提供/受众/个人保险/团体  \n",
       "4         物业/商业/租赁/承租/管理/收入/运营/公司/服务公司/营业/主营业务/消费者/租金/提升/经营/业态/需求/空间/方式/改造  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （6）文本表示\n",
    "    \n",
    "    将文本数据转化成特征向量，用TF-IDF Vector词袋法。但是，词与词之间相互独立无法表征语义，同时文本向量的维度和稀疏性都比较高。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "# 数据进行归一：每个样本的模长为1 \n",
    "tfidf_vec = TfidfVectorizer(norm=\"l2\")\n",
    "train_tfidf = tfidf_vec.fit_transform(train['Desc']).toarray()\n",
    "\n",
    "\n",
    "# 语料库\n",
    "# print(tfidf_vec.vocabulary_)\n",
    "# print(tfidf_vec.get_feature_names())  # 字典keys被排序了\n",
    "\n",
    "\n",
    "# 重新组成DataFrame，为了可视化\n",
    "feat_names = list(tfidf_vec.vocabulary_.keys())\n",
    "FE_train = pd.DataFrame(columns = feat_names, data = train_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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     },
     "execution_count": 12,
     "metadata": {},
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   ],
   "source": [
    "FE_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    这上面一串零，真让人害怕，我还以为没有值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.383527</td>\n",
       "      <td>0.370350</td>\n",
       "      <td>0.287576</td>\n",
       "      <td>0.350178</td>\n",
       "      <td>0.354357</td>\n",
       "      <td>0.412631</td>\n",
       "      <td>0.373302</td>\n",
       "      <td>0.313508</td>\n",
       "      <td>0.322350</td>\n",
       "      <td>0.454842</td>\n",
       "      <td>...</td>\n",
       "      <td>0.284300</td>\n",
       "      <td>0.331542</td>\n",
       "      <td>0.344040</td>\n",
       "      <td>0.326629</td>\n",
       "      <td>0.443275</td>\n",
       "      <td>0.283466</td>\n",
       "      <td>0.335524</td>\n",
       "      <td>0.344878</td>\n",
       "      <td>0.346748</td>\n",
       "      <td>0.295815</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 9813 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              主营业务           服务          工商户           贷款           提供  \\\n",
       "count  4773.000000  4773.000000  4773.000000  4773.000000  4773.000000   \n",
       "mean      0.007131     0.000078     0.000060     0.000073     0.001707   \n",
       "std       0.035942     0.005361     0.004163     0.005069     0.020909   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       0.383527     0.370350     0.287576     0.350178     0.354357   \n",
       "\n",
       "                农户           客户           企业           设立           发生  ...  \\\n",
       "count  4773.000000  4773.000000  4773.000000  4773.000000  4773.000000  ...   \n",
       "mean      0.000405     0.000205     0.000066     0.000068     0.000095  ...   \n",
       "std       0.011524     0.008221     0.004538     0.004666     0.006584  ...   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000  ...   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000  ...   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000  ...   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000  ...   \n",
       "max       0.412631     0.373302     0.313508     0.322350     0.454842  ...   \n",
       "\n",
       "                类类         出版单位           川崎           电装           吊架  \\\n",
       "count  4773.000000  4773.000000  4773.000000  4773.000000  4773.000000   \n",
       "mean      0.000060     0.000811     0.000201     0.000132     0.002239   \n",
       "std       0.004115     0.015038     0.008037     0.006442     0.023053   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       0.284300     0.331542     0.344040     0.326629     0.443275   \n",
       "\n",
       "               集成化           见长           乳剂          检验所           捕获  \n",
       "count  4773.000000  4773.000000  4773.000000  4773.000000  4773.000000  \n",
       "mean      0.000059     0.000070     0.000139     0.000073     0.000062  \n",
       "std       0.004103     0.004857     0.006784     0.005019     0.004282  \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000  \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000  \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000  \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000  \n",
       "max       0.283466     0.335524     0.344878     0.346748     0.295815  \n",
       "\n",
       "[8 rows x 9813 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "FE_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转成稀疏矩阵\n",
    "from scipy.sparse import csr_matrix\n",
    "FE_train = csr_matrix(FE_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、构建模型\n",
    "\n",
    "### （1）KMeans聚类\n",
    "\n",
    "    寻找最佳参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn import metrics\n",
    "\n",
    "\n",
    "def K_cluster_analysis(K, X):\n",
    "    print(\"K-means Clusters : {}\".format(K));\n",
    "    \n",
    "    #K-means训练\n",
    "    mb_kmeans = KMeans(n_clusters = K)\n",
    "    y_pred = mb_kmeans.fit_predict(X)\n",
    "    \n",
    "    #无监督评价指标-分数值越大-聚类效果越好：轮廓系数 Silhouette Coefficient 、Calinski-Harabasz Index\n",
    "    #轮廓系数Silhouette Coefficient在大样本时计算太慢\n",
    "    #si_score = metrics.silhouette_score(X, y_pred)\n",
    "    #print(\"si_score: {}\".format(si_score))\n",
    "    CH_score = metrics.calinski_harabaz_score(X.todense(), y_pred) \n",
    "    print(\"CH_score: {}\\n\".format(CH_score))\n",
    "    \n",
    "    return CH_score#,si_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-means Clusters : 5\n",
      "CH_score: 23.508798966592614\n",
      "\n",
      "K-means Clusters : 10\n",
      "CH_score: 17.298166749432625\n",
      "\n",
      "K-means Clusters : 15\n",
      "CH_score: 13.790415682330098\n",
      "\n",
      "K-means Clusters : 20\n",
      "CH_score: 11.624161514642038\n",
      "\n",
      "K-means Clusters : 25\n",
      "CH_score: 10.331497673993802\n",
      "\n",
      "K-means Clusters : 30\n",
      "CH_score: 9.248905673020646\n",
      "\n",
      "K-means Clusters : 35\n",
      "CH_score: 8.602975851672474\n",
      "\n",
      "K-means Clusters : 40\n",
      "CH_score: 8.137682966429727\n",
      "\n",
      "K-means Clusters : 45\n",
      "CH_score: 7.432453840252215\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 设置超参数（聚类数目K）搜索范围\n",
    "Ks = range(5, 50, 5)\n",
    "\n",
    "CH_scores = []\n",
    "#si_scores = []\n",
    "\n",
    "\n",
    "for K in Ks:\n",
    "    ch = K_cluster_analysis(K, FE_train)\n",
    "    CH_scores.append(ch)\n",
    "    #si_scores.append(si)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    画图：绘制不同K对应的聚类的性能，找到分数最高的最佳参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best_K:  5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Ks, np.array(CH_scores), 'b-',label = 'CH_scores')\n",
    "\n",
    "# 计算最佳参数\n",
    "index = np.unravel_index(np.argmax(CH_scores, axis=None), len(CH_scores))\n",
    "Best_K = Ks[index[0]]\n",
    "print('Best_K: ', Best_K)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    （啊，特征工程真难做，结果不尽人意"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）PCA降维\n",
    "\n",
    "    取前两维画图玩玩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "import scipy.sparse as sp\n",
    "\n",
    "# 将稀疏矩阵转为稠密矩阵\n",
    "# FE_train = FE_train.todense()\n",
    "FE_train = FE_train.toarray()\n",
    "\n",
    "\n",
    "pca = PCA(n_components = 0.85)\n",
    "pca.fit(FE_train)\n",
    "FE_train_pca = pca.transform(FE_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    绘制PCA维的方差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(len(pca.explained_variance_ratio_)), pca.explained_variance_ratio_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    画图 - PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lbz69TnzndUFkTBjdTmkV8lx8wyjMVlPINxZpSDau3HucrVMoFMeTGrlopJTzhBBnlvreAR4C+goheksp36978048Z17Qh7V/7mLVou1IKdF1rXQzExjSH6dutuhEx0XwxHtXY7WZmPzGXDavSSI80sYF1w5m7IRTa9V3WkkKK3MW4/AW0z2mL12ieqGJY49kffbj67jt/Lc5lJwN0j9zt9nMPPHe1URGh2EYoePvY+L/PhdTYZ6D+TPXk5aSQ+deLTntzC6Y66iYi0JxsvCvT1VwvNi7PZXNa5OY891qkvdm4PMcEUGzxcTTH15Lr1PbAjBt0kKm/m8huknD7fJyyqD2PPjaZdjDql9ce0XWQqanTMYnvRgYWDQrbSM6M7HN/XUi8lJKNq1OYuv6/cQlRDJ4ZHfCSot/P3/316xYsA2P+0iRcJvdzN3PXcyQUd0xfEadFVCpDnu2HeKBqyfh9Rq4nR7sYRYaJMbwxtRbCY+sXSoIhaI+Ud0oGrXRKQROh5s501fz2eu/kbQjLUDcATxuL99/ugSARb9sYOoHC3E5PTiKXHg9PlYt2s7lQ57nrxV7qtVfic/B9JTJeKQbA39fbsPFnqJtbMxbXSfPJISgR/82XHbzcM6+sG+ZuAPc/exFnDKoXVn9WavNzCU3DmPXloNc2PdJzu3xGDePfYMNK6v3PMfKy/dPw1Hkwl3qOipxuEk7kM3UDxackP4VivqCEvgQPHbzZ8z5bnVQKb7yZKbmA/Ddx4sDslkexulw8+Stn5O0My3oXEV2F25FF8EzZLfhYl1u0D6yOscebuXJ969h8u/389Lkm5j6xyOkH8zl56+W43S4kVKSvCeDJ275nD3bDlXaTnGhkz3bDgWlOK4JOZmFpB7IDjrucftYPHtjrdtVKE5GlFOzAru2HGT3loMB7oqK6CadXgP97pncrKJKr3O7vXz/yRLue2l8lX2atcoXZC3aiXNJxDWMIq5hFAW5xSyctSHoO3C7vHzz4UIeefOKgOOGYTDppV/4ddoqTGYdr8fHmeefwm2Pjquxa0c3af490iEwVUjGtm9nGjOmLCMtJYfeA9sx5tIBx1zzVqGoT6gZfAX27UojZOxjKbpJIyzCyiU3DgOgR//WlV4uDUny3gw2r93Hkl83kn4wsAKVlJLCPActLR0QIfzsFmFlYIPhtX+YWpJxKA+zJViYpZTs35UedHz6J0uZ891q3C6v37Xi8jJ/xnqmvDe/xn1Hx4bTtkuToLKEFquJsy864nJcsXAb/7n0feb+sJa/lu/hq/fmc8u4N8nLrnzAVShONtQMvgLNWiWEnEEKARHRdoaO6sGlNw8nvmEUAFffeRarFu+gJEQSL92kcXB/No9P/AyEwOvx0rhZHFnp+XhcXjRdwzAkmq4x8LyhGOcuApNEIjGkwYhG59I2otNxfuJgtv61H0dR6KRkoTJb/jh5aZCbyuX0MPPLZVxz19k17v+/r17GfVd+WLamoesanXq14KLrhwL+fQZvPDI9ILzT7fKSn1PMtEmLuPmhsTXuU6GojyiBr0Cnns1p3rYhSTtS8Xr8CcWEEIRFWvlo9r1Bu1ObtGzAnU9dwMv3fxOUDsDwGZQUu5DGkRMH9pbb3HU4PbDHx4oZuxnqG8OIe1vg8pXQIbIbMZZ4pJTMmb6a7z5eTH5OMR27N+eG+0fTtnOTgL62rt/P7G9WUpDnYNDZ3Rh+bi8stQgrnDN9NZ++NqfS8wf3ZSGlDIj9LywI7XN3FLswDANNq9mLYuNmcUz+/QFWL9lBRmoeHbo1o1PP5mV9zpyyjILc4ALjXo+PFQu3KYFXKEpRLpoKCCF44dMbGDamByazjtAE3fq24s1vbqs09cDX788PmetFSgLEvSpcTg+Lf95AO1MP+scPI8bi3wn71XvzmfTCLFKTc3AUuVi/fDf3Xfkh+3cfcZX89MWfPHz9Jyz4+S9WL9nBB8/9zH1XfIC7inWEyvjirbkhF40Pk59bTFGFRdT2XZuGvLZl+0Y1FvfDmMw6A0d04bwrT6NzrxZl4r576yEmv/FbpfdFqDBKhaIMJfAhCI+0cd+L45m54RlmbXqWl7+YWGkCMK/HR0pS3aRc8Hp83DT6dZ65cwr7dqbhLHEz/ZMlOCsIrtvpYer7/pDBwvwSPnt9Di6npywlgbPEzYE9mSya9RfgXwTdteUgOzYdwOcLvakJwOf1VbloDP4B0Fphl+7EB8ditZsRpX5zIQRWm5nbHh1Xsy+gGsz48s+yN6uKWKwmLrhmcJ33qVD8W1EumioQQgS4IkKhmzR0k16p6NQEw5DkZhWyfN5W1v2xi3uevxhNDx6DDUOyc3MKAFvX7fNHnlRwmTtL3Pzx22aat2nIM3dOwVnsAiGwWE08/MblIXPM6yad2IRIcjMLQ9pnsZoYPjbY9dO5Vwve+OY2vvnfAvZsT6VV+0ZcdssZtOvSJGQ7x0Jman5ZFa2K9BncgeHn9qrzPhWKfytK4I8RIQTRsWFkZ4QWxdogpcRZ4uaXb1ZUOnA0adkA8ItuZfH6YeFWHr3x04AqTiXFLp649XMmz3uA6Nhwigud5GYV0rBJDBarmWvuOpv/PTszKD+NbtLoN7Qjt1YyK2/doTEPvXF5bR63RvQZ0oFtG5LLNkEdxmzRueuZC486ICsUJxNK4OuARs3iaiXwVpvfrVGZQG9euy+kb99qMzPhVn/4ZPqh3JDXANgjLCFnu4ZPsmDmevbtTGPhrA2YTBoSuPzWM7jkxmHouuCLt38nK62AhCYxjL6kL2df0Je40sihv5Mx4/sz6+vl5GYV4nH7Bz+b3cz5Vw/+R6RnVij+SSiBryXL529lyrvzyEzLJyY+HIvVhNtV/UVNs0Xn/Z/uJCExhov7PxXy3opFuIWABo2jue3RcXQtzRC5ec2+kO2bzDrFhS48nuB23S4PC35eT/LuTDxuL57S8eWr9+fToHE0Z57fhzPP71PtZ6kOhfkl/P7jGvZuT8Xn9bF1fTJ5OcW06diYm/57Dl16t6xWO+GRNt79/g6+/2wpy+dvJTImjPOvHsSgs7rWqb0KRX1ACXwt+G36av733JEc6oV5DjTN79/2enyV+ojLY/gkyXszadKyAaPH92fOd6uPWmhEN+m88uXNNGoaW3YssXkcZoteNps9jNlioluf1qxavD1ooLDZLezbmYa3Qo4dV4mHbz5YyPCxdevHTknK5J4J/8Pl8ga5VrZvOMDD13/CS1/cRMfuzavVXmRMGNfePZJr7x5Zp3YqFPUNFUVTQ3w+g09fmxMkxoYhadmuER17NC+LJjlaO6/cPw2328uN949hxLjeWKwmbGGWoF2ch7FYzQHhkQAjL+4XlA5A0zWiY8M4Z0J/+g3piK1cfnur3UzHnpULaW5WsKvJkLLSoiHV4Z0nf6SowBkk7odxOT18+bYqLqJQ1DX1ZgYvpWTZ71v4+evlFBe5GDqqO2MnnIo9vPope6tDYZ6Dkkp85mkpObTr0rTase8I2LpuP71ObcsdT13ADQ+MIS+rkO8n/8Fv01cHzbxdLg8zvlzGqkXbGXPpANp0SqRBo2ie+/h6XnlgGjmZhUgpad+1KQ++NgFd13nw9QksmvUXc6avxjAkZ1/YlzPO7ck1I14OCokUAjr1bFH2eVNWGo8u/52NWamY0ehVEsutbfsydES3aueY8fkMNq3Zd9QBYu/21Op9ZwqFotrUm3zwH738C7O/WVkWM26xmkhsHs9b3/0fVluICk21xOP2csmAp0O6U1p3bMzAEV347pMlZcW6q8IebuW/r1xK8p4Mdmw8QOuOjRk9fgDOEjf/d8HbAYuvQvj/kYZE0wRmi4nbHhvH2Rf687NIKclKy8dsMRETH3HUvhf/uoE3Hv6+7DmE5o9df/3rW2jdMZHkwjxG/fQZDu+R5xQeSVSyj9M2hvHq17dg+CRISWRMWKX9GIbBeb0eP2oYadc+rXh1ys1HtVuhUBzHfPBCiOeFEEuEEIuFEKdVODdRCLFSCLFCCPFMTduuLVnp+fz81YqADUFul5f0g7ks+mXDMbfvdLgpKt2Ob7aYOGfCgKBBw2o3c8VtIzj38oHY7JYAN43JpBGqZoeuC157eDpT3pvPn79vYdqkxdw05jVcTg/Pf3IDrTs2RtMFmi4Qmlb2ZmAYEpfTw/vPzCwbBIQQJCTGVEvcAYaN7slTH1xDzwFtaNgkhsFnd+PNabfRumMiAB9vXo3bFyjK0iwoaKGzNyeLiWNe5/Ihz3H50Oe58+J3K93spWkag8/uVmWtW6vNzJW3n1ktuxUKRfWpkYtGCDECCJNSDi2tyfqjEGKklPKwshYBA/EPHL8KIXQp5bHvADoK29YnYzbrQeltnSVuVi3azsiLjjrQhSQvu4jXH57O+mW7kUhatG3IPc9dzPX3jALgl29WIg2J1W7huntGMujsbgC8/d3/8dlrc1j75y7Cwq2MvfxUUlNyWTBjHQC6riGEoFWHxmxdt79sUdYf0eLlzUemM+bSAfTo14Yxl/Zn8a+b2Lw6Kcg+3aSxdf1+ThnUvlbP13NAW3oOaFv2uaTYxR9zN+P1+NjkTcMrg3e9Cp/EESHI2X/EV7976yHuvfwDPp//35C1aG977DyS92RwKDkbaUi8Xl/ZYNWgcTQTHxxbVh1LoVDUHTX1wY8APgZ/ke3S2qzdgXWlx74WQgwCZgBTToS4A0THhSNDpIDUdEGDxrWL3ZZS8sDVkziUnF3mC0/akcYD13zEJ3Pu5aYHzuGa/4ykuKCEqNhw9HI7Ths3iwu56eeCqwfx14rdRETZGXhGFyYMfi5kxM3OzQdJ3jMLZ4kbm92Czxf6azR8ss7WGNYs3cFzd33tf/OQkgOnmdBPseGr8L1Kk8CaU2FmLyVut5elv23irAuCwysjo+28+8MdbFm3n4NJmbRs34j23Zri9RhYrCa1OUmhOE7UVODjgfJhHGlAw/IXSCn/FEI0Bz4QQgyRUi49RhuPSre+rYiMDsNZ4glY4DSbTYy5dECt2ty0OomstPyghU6v18ec6auZcMsZWCwmLCHS51ZGi7YNadH2yNdlsZoqDY10lrgD/l/ZNXu3HaJzrxaVXlMdigpKePaurwKSjMWs8pLTzQJmAaX6KzySiN1uzIXBg5LT4Q7Kd18eIQTd+rSiW59WZcd0/cTVeVUoTkZq6oPPBspn3WoMZAAIIWKEEC0BpJQlwEfAqRUbKPXTrxFCrMnMrJskXZqm8cJnN9KsdQJWu5mwcCvhkTbuffESWrZrVKs20w/mhiws5HF5SUnKCjjm8xmsWrSdr9+fz4KZ648az36Ysy/qi8VavTFWAnuviWTn7dEkXxSOM8EvjpNe+oWD+7KqvvkoLF+wNWgWbS4waPNNES3cYQifRHdKGqxz02qeu9IwzrV/7iLjUN4x2VKfyEzN49PXfuWxiZ8x5d15qhiJ4oRT0xn8AuBa4IFSH/xQ4Ply5z8QQowtdc1cAMys2ICUchIwCfxRNLUxOhRNWsTz4c//4cDeTEocLtp2alLlwt7RaNelSchwR5vdHDBjdhS7uP+KD0k9kF3mUpn00i+8PvVWmrSID7o/N6uQGV8uY+PqvTRqGku7Lk3YufngUaNMpA6uRv4fV3FrM/uam2n1VSFkeZn301qu+U/tN/24Krz5HMaS7uXS/NZcc/dIVi7cRoYtj3bXNeWTV2ezb2d60JrH9g3J3DX+PT6ecy/hESd32t7dWw/xwNWT8Li9eD0+Nqzcy4wvl/HWt7eV5RFSKI43NZrBSynnAUap730m8BjQVwhxm5QyD5gMLCk9nymlXFzXBleFEIIWbRvSsXvzYxJ3gNYdE+ner3XADFs3aUREhTFiXO+yY1Pe+Z0DSRmUONxICSUONwV5Dl7977dBbWam5nHLuW/yw+SlbFufzJLZG9m99dBRY8QNDQo6lVu81ATSBJmDbSBh/sz1x/Ss/YZ2DGmDxWZm4IguWCwmhozszkXXDaHngDa8/PlEho7uHtyQ9C/U/vTTSgrdoStCHW+klGxancS0SYuY+8MaMg7lsX7ZbvZVo/h5KHw+g6KCEgyj8jTLoXj7iR8oKXaVDdwet5fiIicfvvhLrexQKGpDjTc6SSkfDHH2si1sAAAgAElEQVR4eem5acC0YzXqn8Lj717FtI8WldUbHXhGF669++yAhU1/ceoKi46l6XyLi5xlM9ldWw7y+M2fUZB3pBKRYcgq8tfI0n8F7liN9BGBxaQtuQaUak5edjH7d6fX2h3VqGksl9w4jOmfLMHt9iINic1uYdDZXelazmd+GJNZR9MEQhMBM/+SRJ09Y+w85lrJk1NXM7BxC14beg4J9hOTBMzr8fH4LZPZ9lcybpcHTdPwenzY7GYk0LRVA5758DriEkKvm/h8BoV5DsIjbZjMOt9+tIhvP1qM2+XFHm7lmjvP4pwJQV7HIDxuL7u3Hgo6Lg3JXyv2HOtjKhTVpt7sZD0emC0mrvy/M7ny/2ofo71i4TYmvz6H/bszan6zJpEI9l0diTT7X7YsDg/NphdjzpLIMle4JDU5u9YCD3Dl7WfSd0gH5s1Yh8flY9iYHvQ+rV2Qb97n9fHwDZ+wfeOBAHH3RAj2XxqJtPivNwyDZanJXP7rN8y94PoTEinzyzcr2Lpuf9kaiFEafXR4f8T+nek8c8eXvPHNbUH3/vzVcr54ey4upxdd1+jYs5l/oHD6B+DCPAcfvTIbe4SVM87tHXR/eTRdw2TSggZ+ICBthEJxvFECD2Sm5bNo1l8UF5TQZ0hHuvVtFSBIxUVO9u1MIy4hisTmcQH3Dh/bk1lTVwT8MQtN0KFbM6a+v4AfJv9RqzwuwirRo314MzSiN7sp6G6ha8uD6G+ZcWVYwDhin8ftozA/dF3UmtCpZ4uAVAWhmD/zL7au3x8UXZTb04qs4PDzSoODxQWsyThIv0bNjtm+ozH3h7VVLnD7fAZ7t6eSfjA3IGHbgp/X88lrv5ZFEXmADSv2Bt3vKvEw5d35VQq8lJJs1590H+Fj4zwotxEYi9XM6PH9a/5gCkUtOekFfvn8rbx43zdIw8Dj9jFjynL6DG7Pw29ejqZpfPPhQqZ+sBCTScfr9dGhW1Mef+cqImPC8PkMeg1sx7Lft5KfW4TL6cFmt2C1Wzh1eGc+q6J26GF0XaN524Yc2p+Fz2fg8xmYrBoxg11YOheSNqkBjeeX0LZfGvGeIlJSEgPE/TCLZv0VMga9thzYm8H3ny4laWcaHbs348LrhiAlvPvkj0HiDuCO08AUbJcADhblHzeBz8ksZP7MdeRkFFJc6Dzq9bpJpzC/JEDgv35vQZV1aMuTnZ5f6TkpJRsyHybdMY9+N7pJT+lP+s5YTCYdw2vilEHtuOK2EdXqR6GoC05qgXc5Pbz8wLSALIfOEjdr/9zFsnn+0MFvPlyI2+nBjf+a7RuSefG+b7jpgTE8cuOnlDjcCAFer0HXPq1wOj3sT8qolrgDdOjejKc/vJbcrEIW/vwXbreXQWd2pXNpfvQfwv5gyvtzadI+D3eKGaETMnzzQFIm7z8zg+ZtGnL6OT2D8sOsWbqDj1+dzaH92cQ3juT6/4xhyKgQC6XA1vX7efiGT/C4vBiGZM+2Q8ybsZ4O3Zvh8YaO9onOELg767gIPO+Tkm7xjav1XdSUjav28vgtkzEMicflxWT27xCu6o1JCEHLdgFbN8jKqFy0K9K8TcNKz+W61pPumIdPlmCxw4UvLSd7fwT5B2MZNeBF2rXrWe1+FIq64KQW+M1rkkLGdDsdbubPXEd+dnHQzM7rMdi0OomHb/iY3KziCu3tQ1K2L+ioaJrggmsHExFlJyLKztV3nR10zYXXDmb4+K48vf0OaO4hRPYAwF+r9OevVwDwwQs/c/sT5zP6Er87YM3SHTx1xxd4Xf6b0/bn8eKDX5FbNIazRg/A6zWIjD6yiPvuUz8FPLfPa1DidbFp1d7QowvQcLcP72g7WSWOshQHNt3EsKataRcTHC56rBiGwQv3TA2w0+sxEEJgMvvftoAye4UQmK0mRozrxeolOzhlUHtsdn9kUpO2ZpI2H30Gb7WZueG+0ZWez3AswScD3yLiWxaR0NKNKW4zoARecWI5qQVe0yqPEtV1nbyc0BtThICiEO6Amog7+KNonv/P1zRv04BxVw5i1MX9gsI71/65kw9f+IUDe5qhRRqE9XDg2BCGdAtAIMwGmt3A0tRDyTa/SBs+yfvPzKRbn1Y0b9OQ/738U5m4l/XtEnzw1GwmPfkbQhM0a53AvS9cQqv2jdi3MzDnfHl7K+OF968nvn0cr637g7nJu7CbTFzZsTc3dutXg2+k+uzbmY4rxC5fKSUJiTGMGNebsAgrhfkONq1Kwu32snd7KvNmrGfeDH9Y6ePvXkVi92T6XrOYA4/2xus68udgtsK4CYNZt3w3aSm5tGjbkOvuGRmQu6ciJhGGwIQkcLAQQkfX7JXcpVAcP+pNuuDa4HF7mTD4uSDfrc1u4aE3JrBmyQ5mf7sqpM/5eGC1m7nzyQs4ozTOfsu6fTxyw6cBC4fCYhDRvxjp1vDm6IT3LiHmrEKEWZL2fjxFq49kkxw/8XSuu3sk5/R4CCPkBDVwSAqLsPLxr/dy3VmvhFysrBgWeZj4hpFMWfxwlc/mkz5W5SxhVfZiNKFzavzp9IkdhBYqzWY12L87nbvGvxfSd96he1Pe+vb2ss/JezK44+J3gwqO2MIs3PPTVgq92zi0JZblX3QiOymKqMYOBl61l4kX/1QjYXZ4DrLk4DgMGbgHQBc2zmg+H7MeXcOnVChCU910wSf1DN5sMfH4u1fxxK2fA/4QQCE0RpzXm35DO9KucxOWzNlEcZETb4iQt4rUdAZfEVeJh7ef+JGGTWPp1qcVX74zL0hopVujaFU4bScdQLMEim3C1bkUrQ4vs6Kk2C80tgRwBIdlB1nr9fj4/ce1jLy4b1ns/2GsNnOlESq5lWzBL8gtZsXCbXi9PnZ3+50D7t24S8Uv2bGHLfnrubb1nZV9HWW43V4K8xxEx4aXveG0aNuQmLhw0g8Gp0ZI2pHOioXbOHV4ZwDm/bQWX4idwkIICp0HwQRNuuZy0UvLy85pwobbyMNeA4EPMzele/xTbMp+Eg29bCfDKQ3f+NvEXUoDUctBVPHv56QWeIAe/dswZdFDLJu3haKCEk4Z1L4snjyuYRQfzPwPP0z+g/XLd5GXXUxWWuULchXF/bD8ShNYhBZUAzUULqeH956ewRPvXcXurQcr7ciXp6M1DNwkZYrxIawS6fIXBBk4ogsAp9/Yll+f3430Vj38uF1eDiRlcscT55OdXsCqxTvKiokPHdODRbP+ChnbbQpR3WnpnI28+uB3aLqGtWMxCc0PodmODEhuw8WW/LUccOyleVibkPYYhsHnb85lxpRlSOnv54r/G8HYCQN445HvyU4PLi8I/jezF++Zyie/3Ud8wyhKHG58vuDvXhoSilpDzEYqLi7owoJVTwi652g0jRxLw/DTyS5ZjsBEA/upJ9w9I6Vkf+E0due+j9vIwaYn0inuHppEVL5+oKifnPQCDxAeaas0xDAmPoLr7x0FjOK+Kz6oUuBDkTMhlls69OOPyWtJ3Z9drXv27Uzj+rNfoVLvmQQ9JlhoDZco9c1Dy/aN6HqKPxLnxvGXs2LB4+T8YSLUO8bhNw+b3UKX3i2xWM08+vaVZKblk5qcTbPWCcQlRCKlZNGsDQF5c0xmnWFjAhcPc7IKeeWBb/GUXhfetghhDX4Yn/Sxq3BrpQL/1XvzmTFlWZkbxo2HL96ey/IFW9m58cCRhdQQGIbB4tkbuPDaIZw2oiu/l4+RFxJbWxcNbzzIQmEisaQZ7W0H0YV/ENCFjY6xd6OJ2v15mLUIGoefVat764L9BV+zI/dNfNK/N8LpS2Vj1mNowkLjcBWmeTKh3t1qQO9B7SvNpBgKs0VnvKMVPzw3r9rifpiqlkbMjTxlaQrKrndr5P0axeHtrQf2ZPDQ9Z/g8/rYtymL4s02jBBx6j4zOJrq6CaNyBg7w8f2KjuX0DiaHv3blG3tv+Whc2nZrhG2MAtWmxlbmIVW7Rtx80Nj8fkMtq3fz4wv/+Sm0a+ViTuAt1BHhvDu6JqZCFPotAGGYfDT538G+dhdJR42r06qIsWDH4/nyOavXgPbkpBYzkUiBc49VlKeSqQ4w+CguwGbSnpi0eKJtnSlV8IrtIi6pMr2/6lIKdmV978ycT+MIZ3szH3rb7JK8XehZvA1oF2nJlVGklTEZNJZOmdTnS/Sug9YyPouhobjCzDb/IHxmb+Hkf3DERFzOT3s3Z7Kn79v4b1nZlCgGfgSdGwZPrRS7TU08IVp5AwP54KS9oy5pH+VBcPDI2288/3tbF6zjwN7M2jRtiFd+7Ri21/JPH37l7icnoA6sofJ/z2SuLH5aPGBM24NQY+Y0Ds73U4vzmqmXQ6FzWah75AOABQXOoPTGEuB4Yacn6NodH0OqU6N/yVfzMVthnJqYuj9Af8GDOnEa4R2XTm8lbj8FPUWJfA14M95W/y+jGpqvNftxXtcInAExfPjOK3rxYy8qhcrftnFhz/MBhkork6Hm99/XIvX7UOGaxy4MIL41U5iNrvBgMIOZjKH2mlsi2DJextZ8usmDJ/BqEv6MfHBsRTmO/jw+Vksm7cFgO792qCbBAf3ZdOmUyKde7XAUezi0Zs+K1vQDYkhSH4kkVavHMIWaUbTBFbNxg1t7sWm+/3TJcUustLzSWgc439DsJuJaxBJVoido5ou/AW/K8Fmt9BvWEe6lG4WO7A3E5NZD571+wQlO/3J4HwSMlwpPL1qActS9/PO6eOO+lM4Xri8WWSW/IkurCSEDcWkVV7UvCKasGHWonEbOUHnwk3HVhhG8e9DCXwN8Hp81RZ3TddqNNuvKT6vwdCRvYixxBETHRlQ5PswUoO1uamkD9ExpfptyTw9jMzTjwiGBQ0W5wYULP9t+hpsNjNL524m41Be2RvI2j92ll1zKDmbVYu2c/7Vg6qVa8dXYKLL0ksY859uaELQzN4aTWi4nB5e+e80Vi7c5t/SL+G8q07jurtHMvHBMbz20PSA6B2L1UREtJ2cjMBZqhDQa2A7bHYLPU5pTkJcGGn7Mkhs3YiGTWJCLg4jJJbG/rYFUOiyUeL18HvybnbkZtIx9uiLrLvzslmXcZAEezhDmrbGVMXeiuqQlD+FHbmvI8r+NCWnNHqLBPtpVd7n8KRwoOhHXN5MGoWN4GDRTAyODLqasNEx7u5jsu1oeA0HPunAosWrMoz/EJTA14DTz+nJ8vlbqyyjdxgjRNRGGRXeAgwNtBpO9A1Dcv8VH3LHk+fTZ3CH0PnvDTA2F5KwGQrbm9DcBoZZIARIs8CKjjXDS8QaR8BtLqeHH79YhsmkVepekobE5fQwf+b6KouV+CzgStAxF8PEB84NsPOvFXt44pbJZTPrw1FGM6csIyY2nAuvG0JYhI0v35lH6oFsWndoTJ/BHZj6vwVB/ZgtZi69cShfPvoVH0+eg2424XV5OPXcvjw05U76DunA2j92BszihVkSNy4fnyEodNrIcxwZ+NakH6RjbAJuXx4HCr8n372VKEtHmkdejFWPw5CSe5b8wpz9OxFCoAlBhNnCtNETaBUVG2RfdShw72BH7psY0g0c+R1bl34XI1osrnQmn+FYzPqMezGkD4kHXYRhNSUgpQ+XL4Mwcws6xd1Lw7ChtbLraHiNYjZlPUF68XxAYNHj6N7gSRLCBh+X/hTV56Te6FRTpJS8dN83LJ69sc7adEdrGCawZdfOlWO1mbntsXG069KUuy97v9LFR0NA7ilWZHODMJPEHh7PfZedwzsXfok7xGYhIUrHoKP8emiaPyQzKF4fyBpkI7u/DeGTYNY4tWkLPhhxAVEWKwW5xVwz4qWAN4fyxDaI4OuljwQd/+jl2fzwWXCZX7NFp3mkIGntbjzl4/ftFsY/cB7jHzifp2//gvXL9vitM0saXpdN1KBi8tZFsNzWGq/0z3fCzRbeGHIOg5pYWXZoAj7pxJAuNGFFE1ZOS/yKX/YV8uTK+ZSUSxcpgA6xCfx2/nVVf2nAAUcSCzNmkelKp11EZ05vOIZDBR+RVDCFiivoLo+Z/PzruKrP7egV3hAM6WFe8tAgv7smbHSKvYdW0cHF3+uaVakTyXGuwSg3KOnCxsDEKURZOx33/k9GqrvRqcbvk0KI54UQS4QQi4UQp1U4d1bp8aVCiHdEPXtPE0Jw3T2j0E11F3yUe4qVnL5WjAppwg3NP/s9Gi6nh7cf/5HFszdU6SrRJMRsclHSzUS/Cw7QddRaSsxradspMeT1UbFh2O1HNyAi2s5pZ3Uty+tymIJOZrL72ZBmgWHTMHRYnZ7C3UtmAbBkzqYqI4XKF0YpT8PEaCy24Jzquklnz6pdAeIO4CpxM+uDuSRtT2XjqqTSowI8GhmTGrD7mpakv98A0yEQbknMJhfxSx3Yd7nYmPEcHqOwbGeqIV14jUK2ZD/Ll9vXB4g7+Ae1/QW5HCisui7t5vx1vLXzSdblLifZsYf5qXO5bNrrfLNuDUaIZEMSg8V7dvL83EUBx92+fLIcywmVoMiQTg4Vz6rSjrrA4Ukhx7U2QNwBfNLN3vzJx71/RdXUSKmEECOAMCnlUGAc8KwQwlx6TgceAUZKKYcAOcB5dWzv305YuLVK/2J1i2gfxhWvkd/DSm5PK4YOPqvAMIGzsY6jafXa8vkMfpi8NLSfuRyaG3TNi0e48EovS7LmcOb9LbHazJR/JJNZ5+YHxxIZE4auV/4rYrWbueCawdz34iX859kL6dCtGS06NKT1NV4KRpnLin8cxiMNlqQkkecqoaigBI+n8lDHNpUMPMPH9gqySQiwmHV8lcTFOwpLeOepn0K4m0rz+UhoOttBx7fyaPybg/Alhbzx3+947wYzbkfF55dkO1fj8oW2XRMCZyXnAAxpMC35IzzSjUQiJSxf1o6kfTHsTosPuRParPvYdCCR79ZvptDposSbxvJD1zA/+XTWZtyJV4YeDHVx/DdYlXhT0QhVxMSg2LP/uPevqJqaTkVHAB8DSCnzgcXA4ZgyM3C/lGXp9LYA1qAW/uVExoTRc0DbkPHwtjALtz46rkZVe8JSvAgvZJwRxu5bo0k5P5yka6JIviwSaw3cNkd2yVY+LXYmarRJOBKP7zZc7IlYw8tfTCQ6tlxZPQHvPDWD2588nwHDO6GbNDRN0KhpLGaLTliEFYvVxKiL+zH+pmGkpeTyyau/sn9POodSMtn3tY67ksVGw2uQ73LSe2A7zJbQA5jZojPxwbEhz0XFhvPCpzfQqGksVpsZi9VE87YNuePpC9FsoX/dfGYrSTsqr8mqecGS7UNIKN3rRInDTd6hMFZ93SH4emHm3NadserB6x4RZgttowOzZxrSQ1rxPHblvs+e/G9x+fypHaSEjX+1oSA/HCk11ie35deNvUO82Qh8ho5Z00nJy2VF6jXkuf5C4kHiJdTPXBd2WkSNr/SZ64pIS7vSNYOKFpuJs51y3PtXVE1NF1njgfKpBtOAhgClwr4aQAgRB5wPXHvsJv7zuP/l8Tw2cTL7dqbi8xoYhqRlu4ZcfusIfvt+NZruF0RN16pcgASI2eAmp68Nn+6PSXe01BBuSeQON5aCmvnlY8/PxX3AQvHawMU4ib9It7jQQ/O4wPC5Ilcxk178hbycI6mPvW4fPs3DR2veocFNbrrdKOkVM4BxTS/DcOhkHMqjUdNYwiNtZKb5C4l73OVnrYKw7T7c3YJ3zgq3pGl4FM7WNjp0a8aOjQeOrBsIiGsQyZPvX037bpUXCOnYozmf/X4/qQdy0HWNRk1jWbN0B/ZWTSjese/ILjEBCA0ZF1erHEE+j86Ohc0YfOPWsmMaFpqEj2VI0778sm8HBwrzcHg9WDQdXdN4c9hYtHKvQ25fPssPXYHTl4FPOtCFnVMjPawsbMuWXS1JOxRX9h35DJ3FW7sTYXUxtNORPt1eE/ERBWQUhBFu34bbmYckRG4dLGhCR2LQJGIsjcOC00/XNRY9lhZRl3KgcHq5zVUCXbPTOvrq496/ompqKvDZQAKQWfq5MaWifhghRBTwDnCvlMFDuxBiIjARoEWLf2dcbnRsOG9/938k7UglMzWftl2asGHlHl5/5EhInxD+RdlTz+hMyr5MUvZmhWzLVCJp/XkBGUPtFLUxo7klsetcJKx3VzciEwB7Jyfx4wrQbBJXipm8uZEgIayPg4j1AygZvhEjy0ne7CisLd3YuzgxaWb2vRRD8rp9gY0JSfPH07A0cVNcqiOrchezp3gbD3Z+qcx9IqXkvis+rCDufhosdVLYwYxhEUg0QCI80HBOEWPffAiha5gtOqBhsZro0L0Z514+kMEju6Fp/vDJJXM2smtTCs3bNuSMc3sTHmk7YqIQNGlxZKbcvlszDIsVvXULjNx8pMuFsNnQYqMRptoHi2maqdTV4Q99irR0pEv8A5g0Cz+fezW/7tvBn6n7aRIexfj23WkSERVw//ac13B4U0pn2uCTJViFoGvYIX7ZeyqyQp1Dt8/M/C09AgTepBs4XDGM790dRDaEEHeAOFsfmkSMJs7Wl3Dzifvb6hz3ABHm1iTlf47HKCDefiodY+/CZqp9jWBF3VDT3/wF+GflDwghooGhwPOHTwohIoH3gQellKmhGpBSTgImgT+KphY2/2No3TGR1h0T8fkMPnh+VkAkiZT+WPUVC7YBVW/OMRdKmv5yxI+qmzTiEqLISsuvciGyPNFnFCJKs0tam3lodL1/pu5zCPo0bMicVxtTkFeM4RUIk8Sa6KXNtQapG4uD2rJ3dVK00k7hSn8ceNSwQmLHFJAvctiYs4ZecQMQQrD9r+RKM0maCyWdF2RRcrUkqyAKLQWiZ3uwpxlQ6tpwuw3yu+gUtTOT7c3jtoHN0DSNvOwi7hr/HgW5Dpwlbiw2Mx+99AsNGkeT2CyeRk1j8PkMuvVrzbDRPbBYzUTHhnPxdUP48fM/cJrrprC1pglGnT+cUxOvo8izhwhza6KtXcvOW3Sd89p24by2XSptI614bpm4H0YISaxehMcTIrQVKHIe8Z27vTpbDrTnqn7DmDioH0WeHSEHfl2E0TRiLM0iT/yylxCCFlHjT4hLSFEzaiTwUsp5QogzhRCLSw89BPQVQvQGvgB+BeKAL0sXIqdJKf9Xlwb/E8lKyw/KNV6RAHHXZIi6qv6UX0L467TWRNwBhNUgVFZYocGM19biypQYPv8F0ivwpFgRP7fAMA4E3eNOMePcYUV6/Nfn/BiDY4OdZo+l89qbk/HM+53Lbh5Og8ZRmHSNUE8uzAZxPQuJjivCWZBNyqeJVHTXSA18No3CTlYKfZKRP33KhB4W0j/NISvdXfadHf5uU5NzSE0+4mJa8usmpn2wkDem/R+R0XauuvMsWndKZMaXyziYmobsmkH8RXlItyDruxgKl4bOe1MZmq5xxW0jsFktRFs71+jeo2HSNBpFOUgvCA86lxCZDwh0YadT/ATGtbsdzR/LQLS1M/G2/mQ7V2GULncJzFj1eBLDR1Wrb0N6OFQ0m0PFv2ISYbSIuoQG9oF19myKfw41fneVUj4Y4vDhRNon5c6GiGg7hlE9f7kp3kujmzM59HojMPxJwoTVQI/w4c32/xEfLZFWKIpWhBPe3RmQkhdAapKSdF/QgOLzSPZsTQ25kclXoAdcL90azn1Wiv+y4Uk3U5Dn4PO353LeVYNwh3DPgER6Nc4c048GeiKTXlnlT6NQYUzTDP8iMwC6wC0NvtlSSLtlJWWDUVU4S9ykH8pj2ocLufDawbz1xI+sXbqTsD5FJL6QBeYjz9bo+hx8BTqODdXf9t+ibQK2sGrEqlZBYvhIUopmVqjypBFvO5Xz+y7l08Uj8PgOv3FIzLqPi/uvZFSr9Qj0kBFbfRq9RVL+5yQXTseQbhLDR9Iu5hZ07egxDYb0sirtJvJdW8p85hmOxcTYepAYPpLE8FFY9Jiy66WULE9N5vs9m/EZkvPaduH0pq3VTtV/CWonax0QHmFj0Fnd+PP3LSH90eWJHZtPWCcXbd5OoeDPcLw5OvaOLuxdSki6szlGUejX9qNRuDKcqGFF2Nu70OxHRF5UsbxYaWKxEGOVdAoyp8ThyfL/yrhKPPwydQWNEmM4dKBi3hP/LqnIDZ3ZuSvd/52EEAQJeKIDhdxraMgaxHZ5PT6WzNnI0t82kZ1egM9nED8+J0DcATSrJPGWHMQ77TiwN7PMnaZXslvXajdz/tVVz1c2Hkpj+vrNFLncjOzcnjM7tg3aiNQp7h5yXOtxetPwyRLcXjMOl4nXZ7flP6PWcsuI35izoTfpBTE0js5ldM91dGjkqzJVsSbMtI25kbYxN1b3ayoj3bGQfNfWgGyTBi5ynKvJdW5ke85r9Gn0Lg3sAwB4ZtUCpu7cWBbzPzd5F2NadeSVwaOVyP8LUAJfR9z1zIWUOFysXLi9yuvs7V0IE+gRBrEjj+w+9BULLE08OHfWTuAxBAdfakT4KQ4aXJaLtal/oNEsElt7F86d1rJUwuD3L1fuAgr1hyvwpJoDzhUXOkOWzDvMJ6/+iuEzKu1H6pDT3xZ4TArCBxVTvCAc6a2e0vu8BiUOV1lRD3NC6EFWj/by0tc38cvXq5n7wxpyMwtxhEiSppkMOo7YjTjlAdIdj9Eo7PSgayavXMcbC/7E7fNhSMnCnXs5pXkTJk04P0DkzXo0Q5v+yKqUmXy9biapeZFsTmnhj5jZ1plhnbdw21lzjtgobLSOvrXss9co5mDhLPLdm4m0tKdZxHlB1aEM6SHX+RcAsbZeZe6cUKQ7FuCrJG5e4sInYX3G3YxosZg9+fl8vWNDQFy/w+vhl307uLJTb3olhN6roPjnoPLB1xE2u4WufVphMlf9lbpTTchQea/M4M06xvFWCorXhpH+QYOAw41vzkKPkJgsfts0XWBIidtV03S8fnGXGri7gKsPuKyVhYFKrF0LMTUNnbdHAplD7ZSU28wlMIiylxDdt7h0UDj6IoTVZsN1Gr8AACAASURBVCYhMZqS4iP9FPwR7NcGiDRFY7PauOi6Ibz93e24Xd6Qs/eENvkMu20jbiOd9Rn3kefaFHA+x1HC6wv+wOn1YpSOXv/P3nnHWVLVaf97TlXd3DnnnpyHGRjSAEOOAoqwmDFhzroGdHVdV/FVV1dfdA2IEVFAgiIZBhhmYGAYYHLsmc45981Vdc77R/V09+17ewLivqjzfD7zx1RXnTpVdes5p37n+T2/uG3zYlsnj+9pympPCIOfr4eHti5nS+ssXOUN4n95eQWbDsxB4MMUEaTwUxu5mtkFntVBwunmibaL2DH4ddqj97Br8Ns82noWHdEHGE5tI+F005/YyGOta9jc81E293yUx1vPZiDx/Iz3yycLgcNPIrR2GU5u4an2g7g5smSTjs3atuzrPI7XHo7P4F9FNO/tPmJZvqG/FBBZlUAYk+Sl0oL4tgDO4JEfx5HrvgqSzX7cMYmRNz6jLXcIzk+S3OotMuZS82jbRseTYEhEODTj57cGnCoYexPgAyQUfgOM0cy9ZEhR+YEB0h0+Or5Tjk5nDnxllflYi4sZcobHk4s0gZ44Dc8fpHVjABlOQTCANsAJC4ykxhgfjw753wDMWlDJvh2ZPuc9N5cS2xKk6mP9iHEu8wkfl1ZNFvEYHohm3UgnKBleFKKjupCxJwOct2Qrs8r6aBr+OSdVTBbL2HiwFVNKUtPkinHb5qFd+7ho0bys+7a/L7vgi9KSP794Nm9f8R3K8xOEzBosY1JmubXvS9hqul2yYkvf5zBECKWdcYXOlN+chhd6PsK5dY9mxNIPoS7vGlrH7kDlmmVMQ8iyMKXEnra+ZEmDiPXXrU0cx/8Ojs/gX0XMX1qLP4dPylSkWvx0fq+cdK+JdkDZMPZMiK6bjq7+59FGPVVyfLatIPpMHvGtoZxJV1pr3N5+3IOtqJ5eVFc3blMzOpV75i0Aq1tTcJeCgACfYORToKbIvwMLUtR/rQuzUBFakqTsukFEQMGUQa2/exTx83Zm3zJK5UMxGm7qpOY/dhN/IIkeHMZp72RoviI2y0IFJMPL/PSsCaDxvkDmLK4GAbu3tOW0IIg+H6brB+UABKVgQaCNZPzrNA3/HK1disryMgYxOyRpv6yY0XlBUvk+trfX8+PHLuGl5kbidqbSKOSzcg6AUgjyZ8imnVdWmvPZKaWpKaihwL8og9wBBpKbchzhwdVxNGlyLZhoNF2xh3Mel+ebw9KSr2KIAHKGRHMhDAoDJ3Bpw4KcH1FSCC6fddxE7O8Bx2fwryIuuOokfnvTY1nOitMR3xak+ZM1yLBCp+QRi2EfwpFn7+NwYeCeQvJOjZFqtej/Q/GM0Q4djaGHRyazP7XXgDnYh9HYkFvR4wrMbVD0Xy7JBZLk2aDfFeCtzmo2HngWcU0LRmjyhIXnRck/K8roUxF6fzEZPrJTDr4UWIM2blN3Rp3CxClVFB40EI6NwLMSUD7BwCl+Sp9PsXtL62GLfoAgtTWPs+yXCJUNAZqUC/uGf0LMbmV52dd48wfO4fc/eYJUwmZoWRhlCZiwoBDYrsVdm1Zz+ZLM57l6dgNGDoK3DMnVK5ZkbQf46Nmn8VxzG0ln8n4GLZO3rlpByDfTpOCVOYwqbeeY+U+iNu8KKsPnM5jczMHhXzKU2ooijRQ+BIITy7+PFBZFAYv/Oe8NfOSJP01k5zpK8d2zLstK6DqO1yaOE/yriHAkwJs+dyG3fOU+RA7uySRogYodeUFVM742KsAOgxX1ZPSH4Fqef4pw8b7HlKecGX0yj9EnD6/71lqjppL7FDjJNF/77zfxzRvuJjoytb7n+FVokB2SYDcEnoOSzxbw9G+2MegfoTLHKCQtMApyzDa1RscTWR754UQIOWVskcqzOTDiGk3uMNN0GJZLf5uP+rIp4TCdpDP6F2z3WnYvd0lfWox8YpBklW8KuU/Cdgy0k1lW0GcY3PzWq3j/bXdiGGMMxoJoBKaUtAwOs6y6Mqud5dWV3PzWq7jx4SfZ09tPYTDAe04/ifeePrPjqyUKsHU2USfTJuv3LOJAXwXvWvMEPjPzy8wQviPq2k0Zojx0FmXBMxlJb6c/8QyWLMiSSZ5bO5vNb/ko6zubcbXmzOoGItY/nMXUPyyOE/yrjP45AuUTGKlpenSOPrwy9RgApEfgvrHMtrSAdKFkaKUfa0zhRCSJSpPGP4whj3b9dAb9vutovvv5O1hy0hyee3oX/to05e8exCx16PxeOakWH7ga4QqIgbwnRU9njHTKItnkY+CuIpL7/MiApuC8MYqvHGbk8YjXf61R/QPel4PSYJmZg4xlTZh+TYVQEG610YZ3P7QAZUmkrXIOqI6tKKgazdoed+CGZ3/B3uFKmAvMjRCyU6SxELbAGDOQtve0lJbkBbKaoKpoPysad7Fh32z0+JONpW2+dN+jFAQDnDWnMeuYUxpq+fnll2GnbCoby48oM1xc+iW29H0uY5vWnuL0rIW7WDnrIPt7KplT3oPf8kZDQwQpD51Dof/o6soKISj0Lzvs/kHT4sL67HWF43jt4zjBv8oQpqTr6jyq7hydINlXqhY+NKmVM6yHCQ2BfkXZM0n2f7AApEDYmuGlfopfOkyNVA6RbA/4LEilc8ziNQMjacae2YdZ7FD3lW5kUNNyQxWpNl9GIpQABraMe6BXaNq/VQWut13FBUMP5jH2cgC7zYJ0Cre3H+JTvgrGbYOV38CNWJhjtvdFMgWj8z1/eSdPENlvE2oVpMpDaCEQWhNqjRNujU/ca2XAnBMNCqqSTIcULv2JSMa2uOW9CtrUqICDNWDgsxWLajqpyX9Hxr4Jp5uNnf/Khn3XYLuZr1DScfjhUxuzCL7rQA//+abv0bKjDSEERZWF3PC7T7D4tPl0jYzhakVNQX4G6ddELsNxo+wcvHHC7kAIJsjcMqMETJs7Np7BKXOaaCwdIy9gYMlCUm4/fiNTTfVK4GW93k9H9C9IYVGXdw0VofOOa+D/TnCc4F9lXFw/j/9u2ED/6gBlTycnSvEd6XXQWud8aY50nNAgU5pws0NstoW2BGPzrWyCFxp/fRqVlCgbIqeMMvJIBdpVuCkb0lNIXghkRTlCCuy0S7DUQViaVJtFusvKyooNLkpQdt0g/jobN24w+Kd8hh/MI7QsSeSkOG5MMvyAj3RHN0bcyRpMtBQMXj6L+PJy74tCCPJ3jFC418Fwoe90PwOnBif85YdPkIwsExRsE0hHoBHEGsIoE/IOxNESoo0BvvS9N/HiyCO4epLk067BrqEqBlOZBD9xp8fDYU6Ry2LZx2cvLMCUEZpH/kBv/AlAIoRJNGky08JG+3BmWMV1XD599lcY6BqaSC7rPtjLp978bfRnVtM+OooGIgGLb7whjTTvJa2GiFhzWFzyeS5pfJHdg9+nefS3GRmxUoAhFY4y+PmT53PFiZtYs3AnbWN30hN/lLNq7s2ppDlaaK3Y1P0hhlNbJhKjBhKbKAqspDR4GgX+xZQETkXk8sg4RiSdHqJ2M2GrnqB5bPr6qN1M0/DNjKR2ELHmMKfw+lfdWuLvFccJ/lXGrIJiPr3yTH5/633HXGd1JpI/EqQNgW6HWINJybMJSjZnkrt/Voqaz/UgLI9c3Kik+TO1oARCGBgNteixKDoaA9NEFuYjfJMyOHvARJjgDBsII5PWAnNS1HyuF+n3tpoRl9Krhyg8fwyz0EUGNM6Ipu97Lka2rxkAQ5c0EF9ehrYkh4RdY8sLMNMxwm1JBk4Loq0p98UQaCBZ4RLqMCe2xRoj9J8c9pqwIGFWcnLlz9je/x9E7YMobfB8zyzu3H/ESmdgar79+hXU5Z3Lk22XkVaDgGb/cDkPtCynJ34BqiyNGjAnwjngjQ+LK8uJpg+wY+BGBpMv0Ly2kLGRiozMYW0KWt88HzU0PJHle/qcjcTcbfjHFx+i9j5e6Pkop1T+bFw1kx13k1IRCSQxpKI44sXwNA62GqNl9A/MK/rgka91BvQl1jOc2jot6zXJQPJZBpLPYwg/EWs2p1b9YsZ6sUeC0jabez5Bf+IZpAigsSkPruGE8m9hiCNLMUdTu3m26zqUTqFxidoH6E08xaqKH01k4/4z47hM8m+ADyw7hVMaG475uL/mszd/V5rq+2OUPp/CmMLvwlLU3tCDWaCQQc2gG2bXxlqiDdYEUQshkPl5GNUVGOWlGeSutcbId1E2BGal0dNENSVXD00MHIcgA2BVOBO+ONGndM7kLmUK3OIQsZOq0NOKhivDYHRhiHSZ4dV0nQ4DVMDF35fy4viMF+swhGd1UKwJGCbFgRNZU/snLm54norQvdx74CxsdeR5TcD0Ma/orWzo/CopdwDQbBuo4aatF7B7qJqhVJi4aWKXOSifQgrFqln7uP6cx3jbGY+yoeNNDCQ3onEY6XZwncwbF19QjDbFBLmb0uHcxdsmwi8T90En2Tf0I8qCqzFEbhI90FtB0JdmUXXblONS9Ceezbn/0cB2R2gdvXPGrFdwcXWcMXsv+4d/+orOkXR6Wdt6Pn2JdWgcXB1F6RS98XXsGfz+UbWxa/A744PfoR+YQukkO/r/8xX16R8Nx2fwfyO86bo17H2h9bCp/FNxuMQiOHyoRgC+IYVvSE18NWggWWXgnibojBVQ5h/l2aa5xNJ+VI2EK8CKKhpuG8NM5A41aK1Ba5x+E+0IZEhR/PoRBv9UMOE06au1c7tYTumwM+h5jWXt42jGFhVNdVDIgBuUmDGNNnLsoDT+fof83THcoMnQikLcgED5NKpAsbymivLQZBjGkAFWVdRzWmUdz3a1kjhMWb2AYfK2BScwmk4Ss5/DNz723LnvlGmDgwQJBTVDvHveBmqLh7BMh7jKLFVXuSLBdLj5PvSU0oN5wex9DiFqN1EeOps833xG07snXCRTtsnLrY0E/Wk+fOEDTK+uaMjcJfsGk3Ge72kn3/JzamVdln/OvqGf0DRyMzpHFut0KJ2mI3ofC4s/dcR9p+O57uvHv4ymtUmKtrE7KQqspCN6HxKD2rw3UBZck/WeDKW25Gw75rTiqiSGzLFC/k+E4wT/N8JJZ87nX967htt+shbXmfJpLsdljUfRhubo1TdCg7aAtHeOtqsixOtMMDWdPXnoLjHenvQy1Q1IG5LuC0PU/jkzdnKI2HU8AUrjyghtX62i/J0D5J0RZeDeSS+UdLuFWexmkfwhtQdAaIVA+EBP4zDtkyQb8pGuRk0nca3x99v4hhWBbodEtQlT9hEuFG9KegvQcYdge5zhSyP4igQlwQg/OufK7HskBD87/43csW8rt+/dhtKK1ZX19CRiPNiyB0sa2MrldbMW8PlVZ3PH3m0EDAm42EoykMxtgTCnuJeG0j6khJFUkM29jSRdi0XFnTTm9VO+OEXDWVFano7gJL0bFe5JMqL1xAA+lgjO+KDD1myEMDi16he0jf6RAyP3sGNwkKfa57G5ZxZfOP0vRPzZi+pDyRewVRRLTg50P932PN976Wks6Y1aQdPitxddy8JiL9GuJ/YEB0ZumSg0fnQ4dr3+geFbidkHZvy7qxNs6b0BhTeY9SXWUxO5kqWlX87Yz5L5pNzshXRD+JBHEeL5R8dxgv8b4m0fuYCLrj2Z9998G12tA6RMhVMoqbkrOxg9U/z9aGJoGo2WYkJaOLjCT7zeHI9bC9xxK4AsBjEFY/Os8b/oiX7oWBzV1YUMC2RtAyhNus2i/etVE2c8hIG7iggu6kb4J7e5jkCiJ35dwRMgfCLENsOh9U5lSdI1EVLzCgi1pkjUBryQBYDSCFdT/LJ3n+ruidFxRdgbsBQIV1P5aJxQp/dZLhXUxCWfed1FlAXCNO3o5/ob7yCWTHPqwno+ftWZ1JZ5i42mlLx1wQreumBFxq34cuI8Htm7E1N0sLqhFFPASDrJttHZnFm1B0MofIZLKoeN8YllLUgJW/truWXnGtDgaMkjrUtYUdbKOxdu4PIfdrD1d6Xsu2MJblpwzptXc2t5jI7hMdACR5k8uWsJ5yzajn+Krl1gUJ/3JsAjrcaCt1KX92Y+s/4mhlIpkPBSfz01kaEc44OkJ/b4RBGQTT3tfP+l9aRcl5TrnSNqp7nukTt49toPYUjJwdHfZMTcjwSBQVX4sqPeH7y4+76hHxxhLzFB7uARfnv0Xhry30Keb+7E9lkF72Tf0E0ZC+lS+KnLu+ZVWfz9e8dxgv8bo6ysgDu/8AEeatnLg817cDcP0yr3ZFn16ojAbgQRB7MZ0EcvrxQIr4qbl3/EyAm+zEXJ8b1mOHh8+j/+H9dGdXUjQiFEVRlWlYvdbYArcraVbPLT8Z1yyq8bxFdro+KaQl2N4Q8yrA54A4Ytqb5RsvWmUsQzo6AhtrKc6EkVCBfyD6Yo2J9kaGkYJ2LgH7Qp2hbDN+KRkJHU1N8ZJVFqgNYEhlSWTj4vFOCqOUv46m8e5pHNe0mO2zavfXk/z+9p449fuY7SAm8G7ipFdzxKvs9Pns/P1s5urr/tDpJ2EiE0Su/hrad/n2TBRawfm8Oc4m7K/WOcU7OLJ9oXk54SpvFJm5JAlJRj8MtdmfH9tJK83FfPiWUtLCrqJP8NktVXv5Prl56MEII322muuu13HOwcQgN/ObiCQJGPs2tf4NAgqoFt/V8mZFVPaNU1Sd62YB0/3X4SrpJY0s35dF0dp2n4Fgr8S8jzzeXW3S9lOEMewmg6xcauVs6oaSTtDuX+ncwAgcG8og/j6jQSAyGOnLw3lt7L4X/d4xl706EV/YlnMwk+/x0knS5aR+9ACh9Kp6kMXcjC4s8c03X8o+I4wf8vwBj37rh81kJu3vQALSrTUjh+ESQuABxAgIxB3o/BzPanmjFkIxgPi1gKGZnhk3lq3ARAacItDkKPh28kyICBOX/2hLWw3XHkIFFiZ5DmL1RD/wDXf+1NXPieM2keHeKxvl9yYGA7fb8sYWxziJFzSki914TxmbpwNf5EmtBAEtKS4NphhF8RWpQgNpIdDskLBUmMJbOSs3x+k4uvOZmeoTEe2rSHtDM5A1Zak0zb3P7ky3zoytO5p2kHX3/+CZKOg6s1F9bOZePmVqIpF5i0DPjNhlUULN2H8pvc3LqG+uAAVaERTq3cz8buuUi88MqFdTuoCo+wY7Bm4itoKtLK5MBIKZZ0uadpJd3xdWgB7196CgpNLJRGV6sJQ697Dy6gL6m5Zu4L4y14i5nb+v6ds2rvBqAr9jDLStr4/Ik9PNGxkITtw9UCM0e2V8w5wIaOazmz9m5G06mcws6k6/Dex+/mv866jHkF5xId2X+Yp50JSxbyXNd7GE17pSkFFnnWHBYUf4KyUG4/fVNG0ELNoDKVNETeQlv0ThTTFm6EiSkzfxdCSBaXfIF5hR8i5rQSNKvxGyUch4djJnghxI14lZs0cIPW+pkpf8sH7gNe0lp/8lXr5d8pHmrew40vPEnr2AgVKT9vLJjHrOJQRn3W9EJInAdYYoJflE8z9n4o/GY2tR6K4eeCQFN6zTC6PsXe/krU9MoZGoSt0T6BSGukrSm/swe3O4ZOpXDqSrHCQQwns9Vcw8rULVor0kaKmk+U8OzyQb50+4/wSYOEa1IWaKTgRYVIC6oeH2J4cYjoLG/xL78vysrr9xMtCjH2bBgZUBReEAXLJfZyNsEvr6vigvev5qaP304qkca1FUhBLCzZ7UtS2d6HzzIyCB4g7Tg8PLqZ2x99hIRrIwsEajRIOunjsb37x2WOmdenlCDWFyJYGwcErYlSOpJFnFm8j2/NvoPRdJBCfxyf4XrjZg62ilhJPnHCI5QFx7Ckyw2ruojafn61Y5jrl5zMHXu30Z+IZbg1plzJuo4FXFi3gwL/ZKgkajfhqDimDBG323B1nOpInLct2Dj5TKaN3xPXQppdA9/mssarGUl10R4N0ZvI9JRPug7/+vQD3H7JRfQlfo+rJBWh0ZztTcIkrQZJpXsn+0CaUXsXm3s/yfLS/6Q6cmnWUWGrgbBZz5i9n6kzdYHJstKvURI8hbbYH7MGAKUT5Pty17+1jAIKjaPL3v1nwjERvBDifCCktV4zXnT7HiHExVprG0BrPSqEeCfwT0/uT7Q18cl195NK2dTcFyNycIjHRXeGhYAAkmcC/um17ASqQONWgTleuvyQ0uSw2noJ/tkp5lSN0R0tYCwVwFUGUriQlNTeNYZdaJAsN/D3OeRvTyDdIJQFQAjE0DDuUBSjpMwLrYyOoUZGMGqqQcqJNQINpPPAHEwhHIUeGkGORdn1VDkbqppQ0piI8fYk8klfnqD87hTSFRRvi1O8LY7wKUr+ZRgr6FJ0yRhFl4yNX4JL36+Ksy7NF7C45JqTOeuUhez54gXc9rsNqJiNnW9h55s8+MIeDNPAPuQsqTVmbxRchT7PoK80havUeM1bTX5BnBElsGMCUxsevbua4O4BgrsHUWGL1AWFUDvZB1cbtCeKCZTuxW+MoZTEcSQHWquY19CVRfHvWLiBitAI5hTzoIiV4oPL/8Rg8j2s6ziYM2RiSpfmsVJO8E91sZQZdVkNEcqSMDpKYEidy1KH3vh6gsazvH2BoGmkhJ/tODdLLpp2Xd72yAOk3CsRaMJWmvcsXsecgr6MfkySsjOjY7/SSXYNfoeq8CU515ZWVfyQ57qvJ+X2I5Aonaax4DpqIlcghCDPms9Ietu0owR7hr7HKZU/m+GsxzEdxzqDPx/4OYDWemS8+PYy4MVXu2N/7/j2i+tIug7lTyWIHLQzjLMOQQN6hvwQoUBPUblNfH0LCAQskjnkl1a5Q2hxCiFgzfy9dI/mMxiN4Bc2+sc+VKsBTQkKLHPcA8FATFGmyKJCdFc3KpVCD4+gR8ZAa9zmNmR5KYRD3hRRCBL2IKGWwQkbBQEMX1CBktP07FoyNCdIRVEcYhKdBu2CGk4QfXyQglUCo0IAEgOXfCPB4ot38Kd1p+PYnkeN1jAmU6x9aRerL1jM7eu2Ei22oHgypJJMOzy8aQ/LZlWyfeNegvfvANtFm4Louxtxpy24CQnhvCRDcWvc5F5R/usd+LpjyLRCS8jb3E3iE+XY53rOiRJFmX+MdNpk87Z5rN1wIrZjok3FO17/GO9bso6fbT8H0Ag0i4q6MsgdvNtnSk1X9LfURE5HCjFRNGTyngkKfJnkrbFZ134li0o+T55vPmLa8rvtCgZTEfKsJCErlzTX0+oHTEi5PmSOcI5CE7U1h2ghnbL44ZYL+I/T7iHfl6QksBpbDTGa3sPRKGfS7gCujmOK7K+xoFXN2bX3M5zaQsodoMh/An5z0lphLL0nR4ua/sTGV5wQ+M+IYyX4EqBnyv+7gfJjaUAI8X7g/QD19fXHePr//9AqCumnPZbyn4GQRWi3Ez32A0ivB5EPoXfTMuotVhVuTeUkd/BI0WgCpzH721qbYLblOEhDMuFpzzNlypryd/dPNCMEVBWMUlUwyvCTYXqbAuPsYqBGx5D5eVkviZASWVCAjsXQY6OTn8iOg+rs9o4vKoRojHA6nRU+UpHcPyetBPPnDbLvIYWTluhEClIpom2w91lJ3fuC1F4zQEPlAEVEsestoufkkW4xMbpH8L3YjNDw9PYW3vid+0mcPRsqp9nVak28Y4h3XHwa3/jyvbhxj+RUnjHjEoJhKDBBR1wiTw/g64ohxwu2CAWkNcH/24t9eoRAyKXQirHE7OTx9Sey4YWlpPMEdqF373+y/mJWz9/N1069iy0D9SQcC2OGWJoQ0B1/lCXFuzHFctJ6clCUKIoDMRryshdg4k4bL/V+BoHEnSJj1Bpaxkr45a41fPWUP2Xf/2k/r9kFvbg5kg9M4XD1nBdYWd7Khq65PNh8AkoLnuuew6UNLSwu+QLPdF7L0coipfBjiJl16EIIigIrZvibkRWiAW9R9ziOHseqIxoAplamqAR6Z9g3J7TWP9Nar9JaryorO7oiF68V6NST6L4z0CNfRI98Gd27BhX9Jbr/Kkj+GVQfuE0Q/QbfWPoCaH1EV0d3puHRARyN5XP55n8/xS23Pch7PrCVcMRbeJpK7r7GFI3f7SC0MJXlGTb2QpC+X5YABkIIhGEg8w9jIywlg6cFiK0oyH6/tIahYchB7gCBfdGJrNKpCAXSXHr5LmR0BD08Cqkp5JR2ab3Dz+ZPLqTrpRKe2riCH/z0jYyOBUkVGPhfOIhMu0jbRdgu8eE4eQ/sQkz13NcarRXDq0ze0f4oTTfMJ77Iu0Yx4oKTO5Dgxg38jsOS+hbC2/omyD0DBpzVtZ1/nfMQ19etpyJvFNN0SYc8+2YkIAWuNti4fz4bdi/mrOp9XFS/c+Z7DNhqmEL/Nt6z+CnCVhK/YWNKh4a8AT654uEZY99Kp8ZljFNi1wLq84aIO36e6pxPyp0kwVz1cAv9Cc6t2YVvyo/Tkg7loTFWV+0n35fk/NpdvG/Jk9jaxFbLifh+ytb+ODkqHOaEIQLMyr/uqFQ1uVAVvgxBpk++wKIqfPHx2fsx4Fhn8GuBdwGfG4/BrwFufLU79VpCx/4ufv3vt7N/8xZ+9NBG/IFpOffRb+O95VO26wRXVG7hO6ElJKqNCb12LriN5F4ZM2DRGX1UBRJ898aTCYYcLr2iie/9aC0fe9+FpNPeiyPDLnX/1p1RYOPQSz2wqYjOe2pR1RKZdLF6x6CrDx2Le86ThQXIwoLJ2LpS3t+Kqum6pJLwicNU3nwgg8z1hDluNkruaiO1Ig9XSw4tzhpCs6y2jQ2x8pmciaFvgJTt8OhNJ6Dbuwm2v0wQUGFfToZSSuNr6ie1pNI7j/A8dSLNkuF8B7s6SOfH5lH7rd0EWuIEbh0keV0JBCfnM9oB8XKYyLDJwjX9rPfnLmDhEy4LS3vGQy0aDDj7tC30iRCbWuZn7Gu7Fk/tXsoly18Ccj/W6cj3JVhR2sJIKsTy0jZWVzXlDJ8cCVJoLqjdge0auEqCSYYE1AAAIABJREFUMfmbc7WXlzA1Nv+G2S8xp6CPJ9sXknAtTixrZk3NPizDe0g+w2VBUTcVoVGe7CjliY4nPHdQ/Qbeu/gpFhV3HbY/FaELmVf0IbTW/HrXi/x423MMJuMsKirn3045l1Mq6w57/KKSzzKa3kXMbkbjIpCEzFqWlNxwzPfmnxnHRPBa68eEEBeMx94BbgBWCSFWaq3/59Xv3v9fdDf38pGTv0BiLMH51wygck5fXCCbwKUM8MMz5/PZvl7Uze0IRyMBPeXTWAMyCm4ubhGw/6Vi9iYkSnnE9Oubl7F/TxFnn9/Gow82ApB/RozpkyQhoPuJcnoer0KPp6Er00UdbIWUPal+6RvATaYwqyrQSoHtIAvzKdyepv/sELEVhSTm5xHaO25iJQXaEIgcM10NBIKSNXP30DRQzlA8TMSfZF5FD0WhBAOBEMvf041puRxcm0fPtmlp9COj+PZK1ODwxHqDjCbH+zotlOQqfM2DpBZXZvzJQOHvFySrNdqSDL6uiur/acL/p2FIKZLvK0P7JHrERO2IwKCX5LV2/UmcfO3z7P6GzJrFWyGXqpWZiT8+n8MFy7dkETxA2rZQWhwVST/atoj7D67EVhKNZO9wJVv66/nwsrVHNThMhSkVr5u1NWu7GNfPuloiUBkhvOWl7SwvbZ+xzZht0Z+I4Gb4TPj46fZz+I9T76HAn51BegidsfsYSD7PnuH38sudB2nIa6c8aLJzyObtD/+Wfzu5iUsb30NZ6IyM47TWxJ02tHY5teKXvNT/aQYSG9EIks4A3bGnqMm7DCmOK7yPBsd8l7TWX8ix+dkpf2/mH0RFc9uNd5OMJVFK4w+qnJ4rM0LbrKw8mcc/1kj3uVcj1H56ukP85P+uoOVgPkKCciH4mCT6Jp2ppElrfC+DE8t8PKmUybon6njX+7dPyBTNEmfCyfEQlCPoXVeJHpdJaiDt9GMqJzMmpzWMRVHFRQjTQPi91G5ha8IHHXAl7oJ60uVe3xy/xr9uV9alKkuQWFFL+uQaFvo3s7I+e/Eg35/k9I/1IQ3NqusH2XlPAWu/Mj4DH++LHhrJKNxx2XVDrL2zkFRiGsEDVtcovr19pBdMxriUMqgwhmkhDFKQrvEGEe0XGJ02qjOE2hkGlfkgXVeyMzSP0YvGKHy4B20IDKkI+B3ecEsbMkeUoTAcw2+mSTmZ6fCleV6BkV376+ntL6S8ZIQFc1oxjMxnlHYl+4crSCsDENRFBri0YSvV4eEZNe3HCq2hua+M/T1VbGlrJOxLceWJm6gpzvZ/yYWdg7X4pEXCzZzAKC14oXcW59dl/xamIuX2UBf+Jl9eJXC0nPj2+9HW87h9X5jy0Cc4ofSbVEUuBGA0vZcXez5F0u2ZEOdq7U4Yidl6kG0DX2TH4H/QmP8OFhR97BWHgP5ZcHwYPAy2P71roqDzprV5vP/fc+3lZ5xCp2zzgbUMYTai3R7KS3cAirLyBD/8+eOk0xLHFvz57rn85hdLCZZA4kLtVSkywbcDIn/M3SfHkTyzvtqbSbua5D4/KiGQwUlCsEetjMjGyGLIv3sIaedctfJi6v5DfiUa04W6u0dJluWhA0GIeC+mISB97hJ8T+7ASHv3RVkCu8xP7KRqDFfSu7+EsrkDGObkuSSKWtXPph8X07wuQl6Vw/K3DlJ7eoL2Z6fIiKbEcCIFDh/8agcjfZJnHiwgexavCb7UkUHwPivN8rkHaRlbCq7C15PAXhbEPi8P+/x8yPQAmzytFgw3lRI7s4iRcyoI7h5FhQ3mrhmiYsm+rP21BtNw+do1t3HrhjVsa5sNaCzD5bJlL3DTLW9kNBrCdkws0yEUSvHBt/+ZSHhyxuszFO9Z/DSbexuRQnNqhefLIkTOZYxpj8yHKQMobaO1S9iaTcxuzkjtP3Rd1UVD1BYPcPaiHazfs4ibHr2ML115J3nBI3vNKF2Jk6ucozaI2UdXts8YD22ZU9YMPrx8Ld/c9LpxKeW3qQxfgNJJnut6F7bKrsCV3a8UzaO3orXDopJ/Pap+/LPiOMEfBhWzymnb0wlAT5ufO35Yzr98uBfLr5EGCBGEwCXgvxRGvwxqGFDgX4Mo+BYAWsWYrjrw+RQ+H1xyeTO//cVSQo9BcB24pSBHvEzWmSHYubMMuziIry9O9MUQ6W4LX42N9Hkvo2G5E6EgLSDlj+FvnblRX0h49YKk9op5uKACJtpvZgSShQZhBRh60zxCGzuQCZfoycUMn19BoNMh2A1NGxoxLEVJwxBKCaShqdaDPHpFMclhAzct6d6iOfhkhLlvU9jp+ZjbDyJS9mQpQqB+lcBxJR//VjsbH8lHudkxCyOawn9wmFRDAabPobx0mLKaAdjtOVUWPd5D/MYqsAxIK4zSJJpw1uKxGB88wq0GY/P9jK325HpbRwp5sbeZlWXtGSETIcYdPE2X6858ioO9u5hV3osUmrseOIvBkTyU8maWaduHM2aw7rllXHbepozz+g2X0yqbPLeIKe3n0rFPhcZBKUVV5HXE7GbCZgMlwVW0jd097smi0NojV2OKhOuM+bspCkUJ+nJYe+ZAY/4eBPVMpwmfdFlQdPgY/OEggJMrDgKQdHtQOk13/HHUdC/qw0DpJK1jf2B+0ccw5NHXiE06vXTFHsbVccqCZ1Hgz5049Y+C4wR/GLzlC1exbd1OUnHvhbj1e5W8vKGIN39ScPIlSxGBy8C3GiEE2r8OVA+ICGKKex/GzNVpfL4pplJpMDuz99Fagz2udrAs71wOuCEf6WKFbzCJ+dsg7/zcXqpDMZq78nmktY6xBkG42ct8Lbq/M7e1B1A/J8HFH2xi7fo6WvdMVv9R/hnkhQpUQR7dH16Em4e3xplWRJ7uwLL9JJdUsvvBRqxwHX53DCPPYWjQID6aQKcPhWMETkKw73cCfUYE+7RFmOu2ka4NYw2mcVfOp7sshWntIhxyKSx1GezJDKtoQBdG8Ck/gZc7Oe1TrZx4wn5+vesMAnvHKPtDK/7WOOJ3Fs6pYeTOBIMlpegqTbBTj3v9iKxrC3RLovnu+L2HX+1aw9OdvVy3aAOFvsQEEW/bPYt1G09gLBqkobaHwrMSlJWMsHPvrAlyn2hWGZimyplpOp3cjw4Klyjt0bsAzVDKszUo811Fc/NZdMZ/xexZ27LCQj7TYUVj81Gfry6vjxVlLWzpqyelPEVL0DRZUDjM/MKeIxx9OGhOGSd4U4SQwkfK7cuQfh5dK54ayZAVR7V/V/RRtvR/AbRG4bB/+GZqwlewtPQr/7DKnOMEfxgsX7OYT//8Q/zPx39BMp5CuZqy2Wey/PIPIMOZ+l4hBBiVWW1IGUQZs8A9mLFda3hpc7UXez50PJmukiqRRHV1o10FaIRpIqsqEUG/5wtWEGTF25v40kWb+M0tS3nk/lkYhkIpwZI17RxYVcz8JZ2EK6O4wwb9v1YM3zX50gsgOiz59Rd9GPlDqIAfGfJCJsLVWQ4F6bAgVWxgJBT5uwXagLRvhKIH2/H1OBgjCYKb20nNLmHw6gZ66wvQBjSrEkIFDpU/2IKcslCtHImIp1CRAH0fXcbYUh/ChcItQEuQnfvLWTq/hw99rYP/+mQ9qcQUkpcCbRlYa7eAUuz+rIO6pIDULV3U0e3dSwG+u0bw3zHEwBuqSZwcAUuhfJrwwezYrUAg01NIUQgcbbJnuJqnOxbwulkvYwBPP7+MtetXYjse6e3c18C+5ho+8s57Z8zsTKWsnNv/Ol7JVE49t/9Z7vhzmMa6UurqDIxMz4lXdK7rFm7g5ZJ2NnTNp8C/kpVlz7O0+Jm/qt8BwyEYHkXiZ1bBuzw9vH8FEgOVQ7AwE6Sw8B2l74yjYmztvyHDBlnpJJ2xv1AVuYjS4OnHfB1/Dzjup3kEnPfmM7m962Zu2fF97uz5OV/83ScIhgMk42keu/dF/vDTJ3jpmf2oGTWAIAr/G0QIJpI0LIQs5qRLbkYO9KOTSc8aQCmvdJ7rorSN29EJtoNQCqE0Ou1tE/MchhdD98WKy89u5o+/X8CjDzSSThskEhaplElin8HKS/eRNzuKEQZfjaDyU5KyD2W+mUN9PuyUJNmnUO1dngc8YMTGa7SOx2BdC1LFhhc/MA0EEukIgv1hgnvHMIYTXgjHdhm6oo54I54/vfTWFWILTPrfPBdVko8q9MIkygVtGegIiCITbYLyC4ZOFMQr4Ss/upDnt9Zy2iVj/NstLSw+JYYvX+KWF6JDAWTPkHdvgGiHyYu3lJIxImmQrovhU/i6k/i6vRh1uljn/OVrobELclP0toE6XGVg2wZrN0ySO4DWEsc2eOKZlSya24KcViVdCEUy7fsryfzwEAIaarr58Dv/yNIFTRgzVWo/RkgBJ5a38KkVz/J/VpusKN2IENNDPDNfWMisR5KpmJq4DwKqwpcAUOhfgXUM9WMNEWB+4UePWk3jVbfKHtRdnaAjet9Rn/fvDcdn8EcBwzCoaJhMymrZ38Nn3/5TbNsllbTxByxmL6jixl+8F38ge6YmrMVQ+ig6/gdw9oF1AiL0L4RkPu//6tXc/PnfkYp7MwttgA4bOKcVYzVNawdvhj8QcBldotFCsiA8xPfuPoVUKvNR5r1uDCl1Zmw3KCh5u6T/V25W8Q3v5Bo1MIARqkVoCPRHSZZ54SY7kiNkIwTakjjVBZgdXqFpVRAgPltmvUvhFsgfysdZEfZ068rBr9qIXhNF1Ul8QlCCYHQkjI3JyGIIrfXx5R9eRCSUIiLH6O+L4ywrxdq0B9JOTlrRjOvnXYWRtDH8GjclyXt+kMiLw/S9r4H6C5LE50cY2luKUIf8dTRaQrJMYQkH01AkpihkOmJFPNM1l4X+HkSuNH9t0NJewQfefh9tneXEE37StoXPsgn4bS5e88KhW/w3I3rDgPy8JEsWtEycC458vqPpkyeV1OQiyRlsIRFYnFb5KwaTL/By/+ez9lM6xY6B/+TUqlsQQlAVvpjm0Vuz9jNEmHlFH6I39iQj6V0EzHLmFX6I6six+NAf7gL/McMzcJzgXxH+z6d/T3Q0MfECJeNp9u/s4O5fPc1bPnhezmOEUYbI+1jW9td/5FJq5lXz26//ke0vNaMq87EvDOC7b5DxSh2ZUAqzQ6HHNZsd0QjJ5ORj1ICT58M/38nSx4OX4OOrlaT25f7i0HYaN2DihCzc/PHFK+Hp33OygBQMXFmDnV9N3sZ+wlvG0NMK6fiGoPhlkK4Ayxzvp8TJq2flql00RcsYTocw0BQWRRnoz8cJTU6xxxI+YkpTtHSA2HMDqBnIHcApizB65RIQArM3SuTxvRiptFdFK62ov3U/7/zwQeRizYHF1fz5qdNIx/zMbuhkQV0beXkJ5s3pADR9owXc/cBZdHaWYUc0T6pFnHJ6M66bW5pXXDhGOJTkE9f/kd37G+jtL6S0eIQl85u90Jn+36GSqY8pVyZrLigFcmJ1N/sgKSxKg6eze+h7R2wrmvQjBOT5vZEjNV6wPBcGks8RTR1gMLV5xhqyUlg05r+N2QXvOrqLyQEvBJP9mzdEkJpIdvWvfxQcJ/hjRH/PCJ2tA1kvTjrl8Ng9L85I8IfDSRcu5+Gt7TiRPHQyRby9n/jpFRTfE88meSlJ1U9aDfykZQXlVTF6Or2ZdrokhBvxkRwI4CtJZ2n3hU/ghmtBtObOEg0GcKqyrQzMhMIJiiyJh7Yk0eVhtA9Ss0KMnhFHxhQqMnniSBOIrIiBQKUNUm0h5jf2snWwmqTrw0DxnvkvUxdNcm/BCgaGA5Sf0knNFb2eo6YDQ38WdN+Y3Xcthdd30yNgpzzC6BVLKPzDSxPEqmxItApK59ssmdvKojmtE5d0KMp2qERpVeEw11/zID/4+TWMjIZgSwHRlX7mzGnnQFMNjjv5+limzdmnbUEIsEzF0gUHEQu9vzkKBp0QhWbiFWWp/q0xOSDM3DdXx9g39DNKAqcxkNw4JZYtkcKH1orukSC3bjiHruEiAOqK4yy81mRM5TIOm8TTndcghcyoygQSQwQxZZBVFT+ecNJ8pTBliBPKvsXLfZ8DQGsHIUxqI1dREjjlr2r7tYzjMfhjxOFmRPpop0uAUooXH9/GQ79Yyy0/epinNuyhvmqI6z+1kbM/FCV5QQRVEEJPIVQtJaoowvDqSZXOQz2ziLw+jc/voAxwIz6Qgp4nK9FOJhmrlGD0mQgOQdyGioks18n2Be68WnLBjHn+8VNF2lpqElVqYsauLUm6JkjZfa3MKepmzfzdnDl3L2GV27sGwE0YCKGpCHrZskpKNj5byAmxFm752h+pMPdQfWWvZ60gBMISFF4pCU9bE9OANiTJZdWTGw2JClo41ZOpwsoV+CPeQnRrRzkt7ZU442X4pJwk94nrNlzOWf0SAoHjCH717LmUreihakkXSBctNT5/misvXs/shknp4CHS1NrLHyg24xjTyH3KEgdKZd+hY/g5/dU4mrBRd/xhCnyLmZX/TnyyGEOEqAydz5nVt+MXi7jp4StoHyzGVQauMmjpz+Mtv7odv1xI7tCOB016GrmDxGJu4fs5r+5xCvyL/sqr81AZPo9z6x5mYfFnmF/0cVZX38aS0i/+TRU0rkqxZ/AmHm89j8dazmZ7/9dJuyN/s/NNx/EZ/DGirLKAyrpiWvdneqz5/CYXXHXiUbXR3zHAZ875d4Z6R9BKk0zaFM42+OlDm7FNk/OSnRR0K+5/y2xCTwxitg14CTD1JeR9WKP9iqkvzF/y5hC5JkX5M/Y4AQvibWEO/n4WtVe04ytIo5SgebiEvbqGyioJFRGSi8NE50m0Ich7cYTgSBjKCnL2WQChbpd0RJAs8xQ0gUFFqBsSPTA6V1HwcDsFT/djKpeIFEQ+LbHKBOrELjo668CeNqC4gkhjFCnAf0jxkVCMPmrzb0/N5lM/aIeFYZp+WYOvME3Z6f0EqxJIS1DzdcmBtyucLo/c3aIg0QsWoCLTNdECN+L3bKukpnxxkiFdzA//5wJsxxiXKWre++b7qarILldnGJqTlu8Bqbm15TSGAvl0tC5DhhXpVQ5zA718dNWjWOYMcegpRJ/rb/GEj+7RQp4/OJc3rtqIKRVSeo/RVQLLyPGlcgxx/FeTuzQ2LWO/44L69Swo/jgpt5/O6IN0RP9CW++1KN3M1DCIBpKOw86OJUTy87H10ZcDVKRIuYOveqaq3yihMf8tr2qbM0FrzaaeDzKc3IrC++JpG7uL/sQGzqr9E8b/QlHw4wT/CnDDd9/CZ9/xMxzHJZlIEwj6aJxXwdXvXnNUx3/z7f+X7ubeiapOAPE2hz/dUorTWMUv7j0JpSQhQNdXEj2hEvPUMVaeegBHSnbvLPWKP095e6M1flIX+al8bLIoyNjeAnZ9Nx/pU7iOZGy2IL0CRueAkyeINRajx38Byfn5+AcE5U8fPk5sRTUqqPEPMuEFHzmgKbx9D3I46mXjAmOPaxIvusy9x6BkxRCDz5UR7wkiXC+VSVqKinO6McMurhIMp4OQVohhB98TYyRdi2/8/nWokIV2DRCKoa3F1F/TTNHSEaRfEDldMPQAqAqL6HsbcFtzJLxIMIYSaFNiBDUXfb+bH915Lan05Mvl86XZvG0+ryt/Lrfvm4SWQD5uxFv7mCyUodF+MSO5T0WudrUG03R5dMcKdnfW0jVUwpqFOygIxdjVUccLB+fwlatux5CZxxwtac+0yDp1sDnWAcBWozzUfBIlgdMYSm1Co1E6xUtdJ5OwlzH915O0HXpG01yy6HY2dX+UqLM3Zz+z+qF9BIxjciJ/zWE4tZWR1PYJcgdvkEy5A3THHqEmcvnfvA/HCf4VoHF+Jb9Z+3nWPbSN/u4RFp5Qx8rVc5HTv+9zYKTvADuf3ZGVmZkSQX628WLUi36mviQC8A9B/MUg616sxinw4cyxIC/7zbTzNAobqawpsXIv1i2AvAMwugBG5uMVE5lKHJYgVQLJSgh6MnKUAfFaTwEjmPwX6Mt8jeVIDDkcz4yzu+DGYPgBRfE1glnv3ceev8xBdpoESxKUnd5P3uwoyoa0Ixlo9mO9ECfwh0FESuPMq0SZPhgPn6Al2ob2e+opXLQNDEg6JokPF2OviXijzZCGhIZpXueJk2pRfpPiJ7dzoLcug+BOWLSf11+yHqXkYVUnL/TNmljYnoTgwGgZadfAZxy7LFEI8FkunUPFgKB1oJxbN3ikFvYnObGxiaTtI+yflCW+ktm7Ho+sHRooXCWJpfxEAsmssNHRQGPTn3w6Y1tNcTd+cxEpJzNWHrBMllZVELSqOaPmNtZ3XkvC6ZiI4c8Uhkq7LpXhTJVM0ukhbrcR9jXiN0pzH/gawkh6J1pnL+y6Os5wcstxgn8tIxj2c/HVq475OLvvi+MyuymxdcA+cR5YPnLNnwUQ7jbIf6oVgWD47HIGrq6dKF49sZ+rMTfuhuULIZD9+acl+Ac80s4FbUF8KsH7YHClJuVPUf6bA8ikjbO0EV2aGcYRo7k0l6ATkNgOXAPSBJmvGRyMUFaZRoUgNhBkYHseo78BfyCMzg/hLCvHemorqryQjKnroTaVINEbwJIJEg852LeGwSe9zNTFMfSOAETHBzgvgwy7poDlyU2c8bNm8hoU8gJ44pkTkVLxhkvWY1mZjqC5SDRXgQxvZ8/z5egxLXsMz6BsNOFVPaov6eWtq9dRnn/0cdojkb4Q3lhuK8HWlkZu37gG0EihuXj5S5yzaPsxzOSz+w+wqLqd0rwRekaLJ9Y0fIbBnNJiVs/2CvsYMsAZ1b/n4Mhv6Yo9hEYzkmzGnDY4ag1bWuaxMB8WVngSzS29N9AbfwIpfCidpjryOpaW/vtr2lUyZNYghAnTMnSlCBCyGv5X+vDavTv/gNBqkKKi7VTUzqK9aUombDgAIR+HtasUgtiJJcSW5SNH05jDaZwS/+S7ZisK7+/EN5jC6R5E1ZdnrxgCdoiZYzAuGOO/RSVhdL43s48t8qGEjZFMY+xtRxfnZ6hpdCi3F4gIgH/O+AzSkQy1FgKCvqYS+prGMxC1JlLlTLpImgaqogjhuDk1HVoJ4s879H3bRZsSc2sC+7QI7rMFMGSCIzw5jNb4mgaYU9/Ope/aTlGdPXF7VxTtZ8n8Fp74TSP3XFeDcgQLXz/CsmuH+X/snXecXGW9/9/PaVO3l2w2PZtGOiRAICEBktBBRC+iqIgFRK/Y8F69dr1X7/15Ldi4ioIiSEfpNRASIAHSQ3rbbEmyvc3Mzsw553l+f5zZ2TKzSTYk1Hn74mX2lOc858zM5zzP9/kWfRCzaFW4kTfaR/XPhq8UuquwBivZlf2pZGy5YOZ6bn2hjOJwF19Y+iQ+I7O9xuZCag+UkReOUTXmQDoNwdEuxAoBplDMGl2NAP6x9gwi8QBPbTqFwmCEk8dWZzmrp/G+fc7+5dE0xZfOe5xn35jN2n0TAFh6UohvLf4QWp+3h6GFmFj0eSYWfZ76yKO8fvD7DEy3LQRYRpKg6c0GdrT+ksbYciRJZCp18YHokwSMEUws+vzRPYC3gdLAmZhaPtKNpzNigreAPCJ86VvSh5zAnwCUUjxRvYM/b1lDRzLO+aMnct2M0ygw4ggh+Mava/jmlVW4jiCZ0LBCXvniw/1WHb+i8dLRqIDu+d25CpIuuqPhBmHYX/eRv6rVC0XZfQB9fwOytAC3qhL8lrfgVaKwiwcfqgkF4WrvZ50ohK6J3nYtIklOrUDbF0VrbEdEYsiCUFqUVXEeym9BNN778xcgDChYIkjWKd5YMQEls7/ApFBoBmCD0DVUyIeIxlEFof4vKSmhOUbjj1IeFwHvBSSr/dBqpNIAK4TQUAKmXtrK5ZetxxhwWU0Dny/Jxz6xk3ueH82WdSGatvnZ+Vg+H76rxksD4QoUAkOXJG2Dk/NrabVDTCuupzzYRV2kiA1Nowm2CeraShhV3HLMC5oTKw7yifkvoPAqK/V7NlJw32OL2L57DAKFpin8viSf/djjFBVEEGJo3jaGrjh57D6mj6rhryvPxWfYTB+VrTYkDNVr32c6XHLyGi452Qvq0oSfAzE/E303ZD0+z5qMmWUNNeEYRLrHMrq4EKUUtV3397Njg5dmYH/nXe9ogdeEwRmVf2Nj07doi68HBHlWFTPLfoKlZ3dmON6Iobj2HW/mzp2r1qxZ87Zd/3jx+rpq7n3oNVpao8w7dTyHxie5p+YNuh0vSZil6ZQFQjx84cdRB86hpKCD1kaDp/5eTP0+H3pZgMf2LkBljZ9XKAFN8yTdowb8GqTC1+pghwyG/3o7gV2RVJRoanQnAMMgcdY0khUmDWfjjbz7/m4VIEFIKH0VgilPP2lA7QcgvBeKNypwpFenVIC2pZr43JGYCdPbZjsYm/agtUb6Nesb5/07uQ+6FlWRnFQGSmBGJEZcIQ1wJiQRc2IQUJAUGK+Z+G6vB5+FHJePChWm+qjAdjBf3Y4W9X7s0qez9zczKdxtIDpM9G6Jv8X1gpqQ/Ot/308oPHgCK4GiQil++y/jqFkfxAy6XHTzAcaeHcV1FQoN2zbx+xJIJTB0hVQCXVO4UiCEYuP+sYwqaaY0LzLodQZ8nIO+CLLtW73uJJ5efmq/1AhCSCqHtXDDJx9Jn+dtP6oupInbBpqQWMZR1uE7JgRVBdczsej6rL7srx28nobYq+msl64UxJMBTh32EGOLRyKVw1PVJ5M1+AqTC8atP4F9P37YMoJS7nETdiHEWqXUEW3EQx7BCyF+AizAe+LfUkq90mffWcBP8eZcy5VS3x9q++82Hnh4LX/8y4skEt4XdE9NE64FifPwUsUDSenSEo/x7T8/jFmzgJ988RmMEHzsK400tQb5+LeuJDpMw9/siXKyEMxO0JMgSdJ2kqR7VCDz4gKwDfJ3CDrOGUZgVzQt7uCNyKWStM5MEJ2RKn+XkW7AE/dRj3j/n0aB1QJFG5UXzq8s1xJLAAAgAElEQVTp6UVZVV5E+LFNKASyKA+l64j2WN9TvTTzffKrBV+vxRlZRKBNeDlrlJcewHzDIDlOR45ywK9wTouj7wTr6U7k2BKQAiXACQsSeRZi5AzyHt2CHknSecEUsHVkAswR3RhGEtmso++0CIfiWNbhTScKwUEBH/z7fu78wDhadvrZtzJM2YIkeVYSkJhGgrZGH4WlCYQgvSjp5Tn3bM8+cygmmsEFOZtAv7ZhSj9x987XaGgqorMrSH5eDFdqPLN5Nqt3T8Z2daaOqOXSU16nMBjLbLAPmshckD5aBAaKo7lvxb6O2+lKbmNuxe8y9s6p+A27226huvN+HJnAL07lnKrvELYqU300yDMn0WVnBksVDlKw+52I2TfD7FvIkAReCLEYCCqlFqZqsv5DCHG+UsoWnsPqj4FLlFLtQoifpfY9fSI6/k6gO57k1j7iDp5IaknI2wkdM3q2Khwtzpbd1Wh7K7j0S59ECCgpjFKU303C1mmZh5eH3ee10VPWVOvSMToG99AI1QrC+yGWb3gRNQMKTDddNZLY5BDeKmT2NoQ7QNwBhCIYc1DFAtWsp1PravsOoe+q90b9KLTWTjAM3DHl6HXN4DhZAyL1WJLwphZkZUk6sEQgwAHz2SCJaztTLjoaiY8UQ1cBQk/5qSswoyCkIF5q0HXxVJRlgCEI7W7BN1VHb9ZRBRJ7ShL7jDj6Q4GjHNEKNBMW/kcjD183il1WBV0tFVw+fIO3V0C4NDMiuAef6Qxp5DzUUbbjeLO20uJ2Koe10NYRpvaA52njpFIm3PbiEnY3DMdORdZu2D+eXYcq+dZlDxCwjlD1/Ri8aAYWwz4SkgTN8dV0JXeTZ03ot08XFpOLv8zk4i8Pev700u/y2qHPIVUyVZ/VQBMWU4v/fch9f78x1BH8YuBPAEqpjlRt1hnAOqAKWKOUak8d+1vg68B7VuD3VjejZ/H00KRn6uiYAZbPJr8whkCRPA+IC3yPhtFadJrbwjS3hZGGZ66gJyK0r9k5z8AO6pnzdwUoQfCAp4sFEZFRCkhaGl3zy/CFHBZM2MXGulE0d4X7m4JcCFX394yQusKZG8c8OUHyFBDdAuvRMFoj6LvqEX0yZwoFynG9RVFDQ9i93ctwbS7Jzxo1KLoFRATkpfof1BCGQPQZXQrAiKeqXoW8qVFRQQeqzcJ5NOBdUAPlUySv6KJ7fpI3Xh3HtNP2YVp9X5BZeiZgxJwYrtBoWFiJkezElYIVq2eyet00bFvn21++85hcCt8sM6bspXJYC5PG1+FKDSEUbR153PHQUooKujjYXsTuhoq0uANIpRG3TV7bM5FFJ209TOsKQx+6eUYXPgp9s2hNrEWqweuy9kWg05nckSHwR0ORfzbzK+9lb8ftdCV3UuCbxviCawmahy/cnWPoqQpKgL6Z/g8B5UexL40Q4johxBohxJqmpqYhXv6dRVFBECdLIW4FOAHQdElBYdTL6qjhCXieInFFBNXjBYFCxGz8O7sG5J1R9Iy6lSE8ce+rL168EG2pWao0g4hyP6qPgLp5BijFnDHVBMwkp4zeT9CXRNdcNCHRpMTXCgVbPZ93hUIpB+e0GO6pCYTp9Vnle30m1p31GyOUQjvQguhOprvW0wulCdx8H7IwnNXtMX2rfQeF3aL/W67Pcb42By0hEcJFNAmcgwGEIxCuQNgCERWYz4ZgfJKi8i72bR+Oq7yaoIeZxBDv0ol9dzhaqWBkoJV/PrWAFatnEY0FSNoW23aNxnEy+3Si60ScfeYGJo2vwzRd/D4bn+VQWtzOFZeuQAiv5qqTJfmZ7ZpUNx8+UMgy5BGqR2XfqXCZWPQFRoQuQTvqaExFyDh2QQ5b45lZ9mPmj7iX6aXfy4n7UTJUgW8Byvr8XQE0HsW+NEqpPyql5iql5paVlQ3c/a6icnghE6rKM56i0qFrMvgDiaw2bzSFHOMNdYUj8a3aih6x0wJouA55O6D0FUHBG6D3uJkPHEHqEB2VWoOMa+RdFkCVhlGaQOkaesTFNFyKgjE0Dfymw+Ip2zht3D6mj6jjtGHVDFsOuivQLAdz2TpkRQ3u7GSmZ5yukGPJWjBUATII+DJqJCGkQoYD2POmkM1lQmkqbX8HwAbzJX+/tYS+GN1eygSrSZJo8sS93/WUQGvQEd0wekIDY6cc4uWOCayon8Km/aMJoRADbEhJR+MVNRHnlACGJplhHmDztvH9bN8PP72Alrb8tzQ/DHiJyzw//V4MXTGuwhtLbasfmfUlY2gOFQXtmTsGEE1YrN41IeO+NOFnSvFNaMI/4AydgDGCQt9MphR/Fzf6V5o7j1RRSRAyx1Dgm3GE43Icb4Yq8M8DnwJI2eAXAptT+/YAc4QQPakIvwg8fhz6+I7mJ9+7gvFVZSjd8zyROrTNBGeYRknAl32Ep4FKFckWBz27dXhdGyLuoscUw5/QKdwCoXrI3wGVT4HZBv1UVyqCG9spu3s/+vYajNXb6PxzOyIWxx1Vjj1tLM7C2RTtHCCAAsrzuhhX2kJROJpqUZE3OsLwL4EqNtAOmFiPBbEeCqFvtsABlESYEYxSsn5rEh8tGTSflN7tpmz4fXznlfKSs+kK++SE5yLZomE9E8TY4cs6NO4bTWtmlrrtd+DkQANCA01I/M/brLl+BONLGoigpX3ZVSpIaUv7CNZ1jWFKuIHrxqwg0RnAMPqLanfcz29uvwI3S1KwN0NPlOlQ6clKuePgCErCnQMKfCh0TTJvQu/C5GAvJqUE9766kPtWn0nc9sw8Pr2cmaX/yfiCa5hV+lMEediOhe3o1LeWUXPoRhKOw9V/vY/vPPoiT2+enDWzdQ8F1jROq/jze7Ys3juZIdnglVLPCSGWpGzvAN8C5gohTlZK/V4I8SPgceGFar74XllgdVzJ+o01dHcnmTl9JIUFwfS+woIgt998LXevWcf/vrKC7jyJoynmllfysemT+fn2R+h2B1TAEaDVe+YTrSWCsBV5a9roOKecvKYgIqGl7c+aBCWhZA0cWpqyHzuSyl/tJLAnipaUnllGgDNpJEZNI8b+BpSm4doOfr2c5IUWgcL+7oJKgRl2GHbuQRpXljP83EMEKgR1Pwqg7wqlR8baIQN9q4VxRTPTrj2IvFJw8MeK2DqvKzIBbrGJvTSfwB3NGc9OWQJ3eFHGdiEEdEZB0/D/s9fDQKWeD4Djh2S+jtQFRrfE6pTpPDvgOYAokTmx0fIdLpngLZIapqSispH4iJlEu/2E87zn0NSazwuvzKa6Zjixbj9FhV2cc9mrlFhR9KLexc3+fVY0NhdSmSUpWTaOJq2AAv6y/Gw+dfbyQc0lWWu5pvzfQ1Y3nznnWZ5YP5ct9aNRSlBZ1MpV81ZSEOzud3w2mrryAcHqPSexpnoiN390M4tH35HeH4mdzLfvu4r8YDPdSYv2WJiAuYVl21vZ0dhM3HZYt38cHz1jJdlW1wWeL/ibTfeb49gYspukUuqbWTavSu17EW9U/55h554GvvGd+0ja3gjJcVw+d81Crvzgqf2O++jcU/iXU2ZT3dlGvuWjPBimobmD/O4gCd1Gpmzuuqth7fZBq4CkjQp5dnPhKkb+bAfJpacw0NAhAKtDobsSYjrhta1pcQfPBo4CY1c99vxpmCs3I6REq2lEjhlG7d1jqPr0bjRDpouACAHoMGxhA4UzWvEVJGh5XEfZJYg+SiMcgdaiMSnYhB4CI09jzO80nGaF3Qpte4ZxaEMFWF10f7mcwK8awUkthvoF7kgfcmRZhulGaorEMAs3bCAMA7PTxYgpUt6HJPI0koVaOmLWNjSckEbwoJMWeaWDa4Bmey9CYbjouuSjn32GoO6ZwJwkNO4MsfCaaoqLuvBqmBv88c5L6Y5b9ExHmloK+dPdF3PT5++hMD/KpKpadu4dheP0/kQMw8VMRZkeVRUk6c03DruQqeDas5f3/qm88w60F1FZ2IY+oCrXQK477xnaOsNcs/B5pNRwpXbUbpu2o/Hyjj6peBVs2vspFox08KcKs/xu5at024poe3H6sG7bYdW+2rSc6yKbtHsIYeTE/W3kfRXJqmQrKnobxJeBVowIXYvwLxn0eMeVfOM799Pe0T/Xyp/vWMm0k0YwbUplv+2GpjGh0AvB37e/mS9+/U4SroY2yQeTbXAEvu0B5HbNE1GfiRxdjl59COUqLMPFMJJ0OwPtnh7Dn9QQCYX1anNa3PshBCISR5UUePVbJ3sLUbG6EFt/cRLT/21LximaqfAXJdh2novUA+jaLtAEckQpalgRCIEvbOMLu/1cBY1SgVEKorCDhhcrEJ0O9qJ83HE+rKc6EW0OztwQiZGlBJZpiKRKi7XUIFppgvByxiggUaLj+iSBVpmKBegVd6+jAoUimafh7/Du3QlqtE/S8LcqzC7J3Kn7WLhkA4WFvf7fUmps/mchRrKL1xcXM/e6Zt7YNzZVlamvrUnguhpv7BjHnBm7+JdLXuSuhxazp3okCCgvbeXSJatoT4Y4WFNIWaCT4WUdhxV6qQTdST8hfzeGll0Cheh/vhCe+cV1Db734NVcdvIq8gPdJF2TYQUdFASiBH12+tjSUITlW6ZTktdFcbgLn+k9m4H9ktLz+7ddHV1Iz6dfk0waXsfuhko6uoM40uDWVzbytzVb+cUHL2J+1RjW1tQjs9h3hBDp+ge2a9AayaMsvzPjuELfzOwPJ8dbwvtG4JVsRzVfDrIFsMHdg2p/AxW+Hi38haznbNxcSyKR6UecSDo89Mi6DIHvyy9//yzRmGeaMTf7YbMn2v2c9IQn8s7pU9A37eM7v9vK5jaLB5bNIGn3+Wg0BRL07pTteLCslUqBoeGcMiFTdRwNpUTGAiOATILqBEEkLXlaaxeysR135nikDW5CoFnZRUo/2EbgV43Evl2BrLSIX1cGcYmISHjBJFZuEN4bBcMzSyVLTO9J9L0PIXBCGrJdel5D2dAEbkCgOrznaOd7KZPjZYJ4mcbK5EQKD7Vzengnlu5wYHsBz3+zhPY3DMCgbY/FlgcLGffjEEk70wSTtA06u7ykX1t2jGF/XQUKQUG4i6pJddz6ylJsV8eRnh3/opmvk2gMcO78DQT8yZ7b8NpydLYfGMEDr83ng3NXMXtMddYXgcjitqlpMKa0iYRtcO+ri9JHet5Pio+esYKTx6aiyJS3eP6TRz6MJrzVBdNwOK1qJ+fNWE/IZ5OwDWxX5/fPXkhlcRtBK4Fl2JTndfLA62dgu70jbAnEkjY3PvAYpq7RbWf3o9eEQBcCO+Uy++DrZ/DpRcswNCeVz17D1HycVPyN7J9ljreE94/Ax+4E2Qb0/cJ2Q+QWVPBqhJYZQlxb10p3PPMLrhQse3Er4ZDFjZ9fktUXfvOWuqPvW36IYVeMYvbC15mjr2fvgRLWb6tM1fH0/CG7E31+hKPK0Fq7EANXtnQNVRjOmmTMjes4EQOrsP/9KAnR2jxUoBv8JsoyEe0RkAo5qhyUwolYbP3fGVQsOcCws3pdW92koGVdCaK5Ay0iCfynjZzgwx2dQN/TibksQmyOQXJSELezDWtvK0LXkWeNAT2zLCCAa4EoTyLGgooY0GKSFkCl0gFZsXJACIwYOEFAA0ca/GPNGfzjtdMJHHTJe3oH8fEFaGe6BDc3QZdNdwu0rtcYKKre45M4Ovz2mYvYf7AcAjpWBNq78nh2z6yMxeUnN83lK+c/gmG6COF5uWpA3DZ5Zddknq2ZgTbC5v76U7EKEkwrOphxzcH8NhXeAmjfg1yp4wL3rDqLqSNr8RkOjqtT31oCaOnFWtfWWbF9Omv2TOCcaZtpieSzvno8CcfiYEcJlmHzyQUvcN+r8/uJe1+SrkvSzR5g59N1Lp0xhZq2dl7bXw/AjoMj+e2zF7Fk2kYqCtsJ6idx0aRvEbaqst9gjreE943Ak3gJyJKXRFhgbwXfGRm7lr24bdDmlIInn3uDgvwgn/7Egoz9PsvI+nIYjLGV7Tiuht9n89OvPEN1fSF764qpLO/k5jvPYPu+Xlc0VVaIHFGKVteTmN2b59tzJqK0TFfF1I1S9+hIxnykGs3w/PKlC8rROPB0Jc6CAOkacpoGSRt8ZnpIqhzBoWXD8RUnKJjaSaLFonFlOa1rS2F82MuIKTS0DtA2SLT9LqK7Exk0PWEuL4PqDpQm0KNJXK/Kc/8umhL3ik5UvlfVCAVEDdyXC7wZiIDocIERgVAjuH4HHB1lCFyfQjieS6kZFQih03bFVOw8LwCs49xRlNy/Ez0Bm5KTsnoCuVJjWeMUEh0hzyMoBG7ASxsxyCPlhe0zSNgWLZE8xpcf4pypm9h2YCTPRybjGxNFpGLUHmyYQ4O9i3PLez1bNBQhFJ5DUO+n5riCrfWj+gWk+cwkRcEI7TFvQXpvQwWTh9dhS53dDcOzdi5mB3h8Q0+9US+uwjIcTqqsZdLwOjq7g1nOOzKnjKrkBxctpiuRZNGvbk2/CGpbyrh9xRL8hsEj13+CsFU45Lbbu+PsaGiiPC/MuJLMxfkcQ+P9I/B6Bdip6KC+KBv0TH98x5W8sa3+sE0mEg4PPLwmq8BfsHQGjz25Eds5ukIQNYcK+i3GjR3RztgR7SRtjYK8AS8mIXCnjsEdV44KtCIiPtzR+WgdZqpiUnY6txey97Yqhp3TgK8kQaw+yKHnh5No9ntmoL5Gdr+VYeZRtk7do6Po2NZJ24aSXpeXvGD/Yw0dOXYYoq0LUw9hNDgIdNxTJ4FSGJYgo0qrVOizIqgiCXqfQKk8BzE9gtyYTzJf4AYUHZMMSjc46HFF6KADmoHUU5WsFCnbvcDsBs2BRImXz6b5qikED6iUu16W56QrrHwbaXVjNwU8d1bAzb4kglIaG/ePTQmxoLkrnw37x3H5OS/jF3HclN+oECDReKltIrPzaymxuhGapFyXTDVc1iYN2l0NW2pIpdEZC3Dfau87JVBcdsqrnDlpO1Jq6JrktT0TUUpxsL2Iv750bvZ7GXhrQnJq1U5mj6lm4rADaBrk+bvpig9d5P2mianrFAcD/PKKi/j6P55E1wRKgSMl3z7/bMYUD03clVLcvHwVt61eg6nrOK7kpIoybvnIBygKZsnDlOOoeNcLfE1dC7f+ZSWbttRSWBDi6itPZ+k5UzN8bkXwWlT8eaBvaLUBRhXCyAyfFnh2RnnYJL4QjSWRUqEN8HG74dOL2Ln7EFu2HTiq+6g9VMimXRXMmnQIXyq0XkqwHZ0d1aUZGaqUoXDnaNhLQiBB22tjPXVkb4VobR5778hiHjmazFeA02XRtq4kc2Uwoz0NZ2YVRrLPKzW1oqg7EGh2iRfr6Zw7elwiRiYzfOmFDtrIBJEG0rMV11K4fjDieN5DMYUTTvWhrweQAt32cgPJVOI3N6BhDJ5gEuFX+Eui2E1+74KaF9uQXUMVqk+HpdJIOCYvHZiMG8i08Tuuzi9XXsxtCx9hYkEX/lSb83wOLa7k/96Ywbr6EWw7MDrd/rnTNnHGpB1YRm9RkrlVu3h5+0ncuvz8wTrWr4+6Jrl24TLGlx/CZ4DjhkDGuWDWWh5eM4/kADONoWm4Mvs3XxMwPL/3+7NkygRe+up1vLh7H46ULKwaS3Fo6C+NJ7fu5C+vriXhuCRSg6LNBxr42kNPcPvHPzTk9nJ4DDXQ6R1F/cE2rv/y31i5aiftHd1U1zTz8988zR13r8o4VlizIP/HIPJAhAAfmDMRRbdmbVvXNRacMRFjsPD6FOPGlGaIO4DPZ3L9pxZhZkt4PQjf++1Snlw5iXhCR0p4Y/cwbvjxpURjPi/wRvTMQCTumCT2gjgkwPf3PKyngl7Wxz6oPv87WmSBS3JpFGdsEqUPcu7RBKxoAmF544ds42WjWxGqdwgdcAjXOgSa3MG/jYMMuAFvrdZJpafMdozysnL2NjQYCgISChyE7gVgpdt3wYjSf/InFRmzQbxRfWckiMgWhaUgnrD48fIlfOShf+HLz57H5qYyzxvGkHxpyja2H+gJwfdu+uyTNmcUAPEZLvMmZtY2zY7AlTp3rzqL21cs4RdPXEHtwZ+zbMscpo6o4+LZr+M3E+l7mTqslJs/dDGfOWNO1qdl6QYfm9vfMybP7+OS6VO4fObUYxJ3gNtWr6Xb7n+fjpSsqamnORI9pjZzvMtH8Hfeu5p4wu4XpRdPONx1/2quvGIugQFl67TgB1CBC8HZDVohQh/cCwbgq19cyr6aZhqbOnEciW33mluEAMvS+eaXRqPiT4ExFWGMTu+/5c8v8M/HNvQ7ZzAUCqEgkTS4+a753HzXmd60XkFBfhy7X9CN97PT91jo+y3c0TaiTeuXmEvpCntJDLfSQXRoqCIX/135iPjhX1ay0CVxVRfafhO97vDmnuOBgD51XAVajYEc7fSvFavA6RjwOdqgx3sbkSbQ09dsKWz6PD697+hdU95/SkDQRZ/X4T13V/S2Jzw7fK/NCK/yVVzgDpIBNtjtYgvp5b8ZcL9Oh4/Nahgg2NVazIq60fz83OeYV1nHf70yPxVl2/vcA9aAILkjbB+MaCLArkOeqeOJLbu58exv8r3HnyNu2yRdiSYElqETsx0mlJWwZMoETqoo54dPPk8kkcTUNXyGwX9dspSJ5ce/Hmp7LHvSMkPT6IwnKA2Hjvs13w+8qwV+89Z6ZJY4b13TqKtvY2JVZo4MISwwpx5V+4UFQf7y+0+zflMNtfWt+CyDV17dzZ7qJqZOCvK1q+/Br9+B6tBB2Sj/UkTB/2N/bTv/eHQ9iWT/EYkQ3sygb4Ky9Ai536hY4Ba5OEsidD6Un6VnqYVUB/S9ZkZglDMrDgmB1prKs64BySOLtTMv7lmtdpgZOV6GgkJl9OlISMBYESD54QiYCkxQDl4N1n2hVEy/N1Av2un25FpD6p4//KCljQQ4lncBf+uAMXxpEq2qG+GXiHzvTaNcSBwMpIQ/dZF09WrvP38rJIpSjQ9wc7R0m/MmbsLOkzzROBMptfRRsZ0F9M2/rtCIOxo3Pb+EGaWHeO1QZgKtA23FjCppydzeXsThZySD09gV5cKpkxhbXMiVt90DgFSKuO2wv7Wda+58gOe/9BkumT6FS6ZPoaa1nUgiycTyEkz96GekQ2HhhLHcu24zjuw/87EMndFDtOfn6OVdLfAjhhdSW9easd12XMpKs7vhDRVNE8yZPYY5s8cAcOFSL2GSbLseEnuBPvnP48+hjL+w+vWZSCmZN6uGT1++lorSLvbVF/Hnh07FCp3O5i31afH3Wy6VZZ20tAfpjKZ85bVU9kalstbo6EumkCqMdX7Plq0pVECR+FBKNBOHFwS30nsZHGMNiMP0aWAP+78AXF3RXWGidANesBAj44h8F9VhIGt9WKaGa3mmmOABL+JVCbCDgkSR3ivAA0ReCXB8AiviJSkTqr8cq0YfdlBhTo6mHOsFclcAX9jGmpJECzg4XSbx6jAqrqPFQU8IEoWgDLy3kvAqO1mGjVQai6dtZNrIGtbuq6JjQwlGngMSnC6TrBkygW7HzCruAP9YcwafX/xUr3+5TLmDvp7p9XW0uMoT0Qc2bPG8mfqggLZYnJ8//zIfmzuTkYUFb4nA3nDW6Ty1bRdd8QRJ13uB+0yDH1y0GGOwuI8cR+RdLfBXXzmP9Ztq+hXcsCyD+adX9csXc7xRMppyuxwYEh6H6J/w+W7h3NP38JWPv4jf5x0zc1ID//PVp1i1axZt7UXs2dfEVRdu4JOXbUBKL5z9pfVj+J8/L8Sa0o0I2XQrA1nmetkRj1p1U9Lp4pkZHIXvn+EjijuAiGiosIsc66D2ZM4Mjp0+omuqlDdTL8lyQemkFsyAQ/uBfGLVwfQZAi8PvJHwTBd2oY5dJNKtZvSwR+ylQrgKM579HhQQLwIZ9xPf7Pe2SC9lRKisAz3kfW5mgY05qw3lQHdNmGRTAD0Beick8/FmGja4tsbEkgbitsnNT1/KgTYvotlp1/tccejsaxrGzU9fwnkz1lNZ1MrBtmKefWM2da2Dm0kMTeAcJoOZVIpdjc00dkVws8x6Eo7D315bx99eW88nTpvNNxafdcIThZWFQzz2+U/yt1fX8Up1LSMK8rl23inMqKw4odd9r/Our8m6/KXt3HzLMiLROErB4oVT+Nq/nofPd+LyXyjZimo8i/5BU710OpdhR56jpDCzZJrNZD7z3Uv4yNJHuXDBzn6u4ImkzrJXx7OvKMj97jjiykB0CqwH8hDdImWvzhyxH2mqfrQmE3e8TfL8KFqNgfVkKGPR9thR5IfidEb9yGKJ1to7zQ9Uxqj67G4QCpEK52/eW8zO5eMBkTbNaI7yfPyVJBnS0O0jzxT6eh71mMJ6zrF9kCzCM18p5Y3wXYUdAP/ELnyl/W3cyoHorkJUq4mvVdFdRpb6ttnMbW8dAlg4YRw7G5s51Nk16Csl7LO45SMfoLatgx8/9XzG4mZfAqbJrz98CQsnjD0RXc5xjJywmqzvNM5eMIWFZ06mrT1KKOjD788u7Mo9CMlVnheNbyFC+I79oqIItEKQ2QuW+LQnCBVkX1w12cHN/9ZGYbgxQwd8lsuSeXs4kAxy3+7xXr/zFYlPdeKvFUzamKC6vhjb1tB0hSZUKsHU8REUfa+J8ZIfd0rSE77jWIu5M+ot8MnhNqJd814eQjHu43sxfP2fVem4NtpqW2jaU5pauAAp4GT/AfxTEqxoHY1sMNCPFEfW5wH3JGlQAuLFIFPrtnpcUbTNQUuSNqnHXAs1P9lrendBRXVoNpB+SFSkaioOfOxpL6eB9J2PnBg0IOizuHruLG584LHDzhccVzJteDmzRlTwl1fXUdPaTtzJLvLdts296zblBP5dyrte4MGzk5cUD17UVnb9CqJ/AmHg/ch0KL4NYR5jIiTnjVTag+x0OgZF5uDeM4V5jYP+1DWhGBOMcHHxPp5oG0tcGqDBgpn7+eZ563/8Xf8AABnUSURBVNhbW8LL68cQ9NssmbeHvz58Ms+unsDhxEMzFfJoRrx4eXOMLT6wbe95aQNcWoY4Ou0ZNztBL/WvigYxihRWuyQ0rBvdn/mcdFNSMaWJpt0l+JpdksU6ShdscctJtimS0kAPg9Y2NMkUQLwg5XUjvPsp2uqgD6jLElpvEK+wUFWeE786aCE35WEIgRZKggEycbjFRkmvb2c/qz9H02OfoeNIiTvAzGJoAldmd3pdPKmKfz9vEbuamj3X3kEG5QHT4OvnLiBkeW+4e6+9invXbeLedZupaW3ParI53Ag/xzub94TAHw6VeAWitwNJUL3TbtX6OSh/GSGG/ghU5I8M9gtSCqrjeRQZ8UF/y4f7ieu6lx72phEbmJvXxEPN40lInQuL9qMJz5Y/c1JvZcQbP/4KB5rz2F1TguNquG7fPCsKv8/BNSW27SNTYLILjnCBunaEqaMqivovYg5CXzNQ33+nvV0MgfR5oaF2WOHkCwI+d/BnpCuEDWZMYSQcoiMMko6BPAiUea6LSResrp4O9DfBDOwdeNGsfV0ezS6FZmfpggJ9RYjE1vzeaF28F2VwWgcdOwsHfXYAlu4wvryB9liIpKvTGslP+ekrL5Vm710i8MwgAJ+bP5erTpmJEIKbl7/CU9t2oQnBxNISTh45nK0Njby4uzrjen7D4NwpVYwqKgAUdpYcMgIYU1zIjy5ewuljexd0g5bJtfPmcNWcmZzx8z9kJBcLmCaXTp+c9T5zvPN57wt8931Ad5Y9SUiuBd/pQ2/U3Tf4LgQPtlQxO/zm6s0qBGcGD3HuhHpicYP2Lj96MNNmEg7a/PY/HmN3TTF764p4ef1oVqz1EjwJoWBBhPjeEBVWJzMmNvDqxtEkbIPSwhhXXbiRX991JnKgd4cQqDGl0B6FtghmeYDz5u/m9Bl1NLWFeHT5SVQfGJAnxACZ7yBa9QyRFXjRpsmi3i3K0eh0g6gsvvaurdG4owRfp+dNgUxFq4Y0hKPQE176ACcMTgiEA2XhCNH6ICqpDbi+SmfjHPiC0gYx8aT98/u5NILjVzgGyOSgoa2AIOkamLrDVy98lLrk2dxV6+Cm7F12p0HiYJCQ7uNLpy5CKkVZOMziyVXpHOwAP7hoMT+4aHG/ln+/cjWrqmtJDkh/oWmCygLPnXZUUSFnTxzPi7v2pc0uAi8Y6c5rrqRsEH/ygGnyk0uX8q1HnsGREkdKgqbJjMphXDJ9yiD3muOdzpAEXghxFvBTPB+N5Uqp72c55vvAtUqpscelh28WlU3cITVhP7Y2zVPASblIDsCRgg1dpfSOXfsjU26PR7J06JoimtTYvGsYz68ez8p1Y/nhF5/jlJMOZT13wuhWJoxuZe60A2mBV0ojXhvAnpvgC2WvcdbJ+9H1/n0qK4ry7d+cx0DBEmhQmIffZ3PLdx5mWEmEgN/BcQUXnbWDn/5pESvWjgcUSsMrJB6S+O/I74moPzyaQEYtqu8ey7iP70NoCs1QuEmNrqYQba+XYEZTo3KFl/8+5L2ItKTC9fU8RIXhk1w/fT2/2HdW9hH83E5Eow9V40e4wnNxBOw8kVENCjx7vxPoTeSr8IKl7JAggEDoCnXY9QmNLfVjSMa+w1WTz+OJxt8RsePEpU24EAqLE/zhtGuYlJ8tSdjgfHj2dG59ZQ3JPg9YF4LycIjTxoxMb/v5By/klpWvcvfaTXTbNvPGjuabSxcOKu49XDRtMlMrynlwwxZaY92cM2k850wch55zU3zXctReNEIIHVgGXK6UahdC/Ax4LltZPiHEP5VSlx+pzePhRXMkVPcjqI7vkjmK90PZywjNjxhixRnl1KFaLgMVydwHbIgMpy5hcklxTYYYJ6XAEGrQ8mxS9a9zoRTYrsB2BSHfkVc9lYIln/20NyoXCntmAmdRnGemPkJ+luhH29G44isfIxLLnlHroxdt4JrL1qfz4/QQiVl88MsfgzKHrkvikPJK9d2Vh2jpP4pWAhIFGnZBH7u1UpidEn+7xMxLUDirHSPfprM6j8j2/H4ePN7CqI4T1kAqPnHWel5sWkgHglPK1/HFua+zbnclv3h6PnF74GepEOO60aZGcZ8rwUUQLxJpE3m4xiV0UKbTECvhlQpsm2JgpDyXXF9qpmAo8k5pJnEoQKI+dNiAAZ+hs+lbNwIQdRI8Xr+OLR11jAuVcdnIuRT7Bl8zOhybDhzi3//5NHXtHSilmDN6BD+7/ALK846tvRzvTk6EF00VsEYp1VOq/bfA14F3dt1V/0XQ/RAkNwAxvAggA8yToelMFEmUMQWR/yMvX81RIIyRqKL7oPWizH3A7NBBlrXPYk6ymWFWDF2AowR/PnQS9zV5C6Kn5x3iXys3U+mLpbP0xhyDoJkt+lXxdMdIzhCNlJiJw47+G1tDaZOLEApzRgwHjYgyyCdT4JXy3DMHc6U8e+6+DHHvaXva4lpWVxV55g8XUJBcGsX3zzDKxvPDF+BawivO0e/CYEUklukwc1QjbfuDFBck2VVrpsU2dRhKAyfouUwKBVefupWvTLoVIfzIhjmgutjpK00Xos74QEyFMEBf2AYbwgRaLOwgyKBi2pLhfLRiNsue3UJre5QaLUarnkBagmSfd56haZw6pYw9egdUdCPjOnZL6oABQm/qGpdM6zVrhAwfV4459sCkvsysrODJL1xDSzSGpevk+d+EN1iO9zxDEfgSoKHP34eA8uPbneOPEAYU/RkSy1GJZSAKwH4D7HWk88M721Btn4SSRxDGmMO2F3MS3L5nOcsOvs79k7ObWoSAm0Zu7LuFr+5dxNquYmQqWcoLHSNZGynnJnczKqazblclsbPi/NuY9YT1/iKvC1haWM8Nuxdyy8SV+EV2G0g8qfPHB+fSswAolSDh90a99zRN5IbhbxDQe89N2hor1o0lVuVi7NUzApAAot1WxjbwTEitm4rwvZaHLHYxOgS06kyc0sQNX13O2s2j2FFbwor6sbiBHn/DlMlFgr/ZxYdDZVknP/7Sc/hTrpL3PDmDWx84Fak8E4lrQbzUyx+sJRTjtTZKC2yQHaD7IfgxiP6Vsybtz/7iEyBGejESIigxzuxESTAFGELj1qU34tNNLlw0LX3Kgy9v5GdPraTNsNPpJa6eO4uvLT6Tm9bfyab2/fiq4ojRDiLmQz9UTEcsgSMluqYxqrCAb553YksTlxxjUq8c7y+OKPBCiB8Ci4BJwJ19dlUAjUO9oBDiOuA6gNGjRx/h6OODEDr4FyP8iz3zSvMFMHA0q5Ko6G2Igh8O2o6rJNe/div7Io0kpUNSafjEkc0mdYkg67pK+hV1UAhirsF/vTYPsTqMLHM47YzsGQKlAkOT1CbyeKp1JIsKDmJpEgOJSJVpO5AM8X8HpvPK5vFoPR4sSmDdk499boz7mcBYXycXl+wnKTVModjUVcJPxAy0pA5uZjAQwD+WTWXKuCYC/t6XjuvCweYwtYcK0YC8pM0DP78b05ToqWClkyc2YjuCnz15Fk9snoiUXsWhiyfvJH7Qz35nFKdO2851H16TFneAwrw4luUST3h3YSQhdNCbHhhC8h//9iIIP2heJKcI34hy6wnwDL+++nm++vdzcJVJNJGaMQiFqvUjJsdQAoTm/WcJgy9PuRCfnmme+9D8WXxo/ixiySRtsW6KQ8G0p8tv5l7LGx21bO2oY5i/kAVlk9GExqp9NextbmVCWQnzxo464ZGfOXIcDUcU+J6F1JQN/hkhRJ5Sqgv4IvD4UC+olPoj8EfwbPBDPf/NorofJkPcAXDB2ZFley+rm3dRE20mKT2x+039DL6eGqkf7ve8u7sAn6aIDQhIstFRwxQmXpqA1yLlWTPmOkpjZcdwItLif+rm8Nt6h+H+KAlpUJMI03eB1F/qQLTXVVKLaPgeCSOEy89nncmfzppGVbiDg3aIukgY7YCBVW0MSIXQ6wK4ct1Ypr7QyAcXb8Vxvd51Rn18+9fnpY+eMbExVY2q/8zCNBT/ftFKTq+qw5Ea86pqKQgkUJgIfTj1B9rQtf4vyDNn1/CrO/sXUBEKNE3xky8/w8xJHZD3Xe+lDQhhIgp/gXIPMbuommdmjWb9Xodv/ulxOqJxcDXUrhBuvR9tchRjmMu0YZVcM/5szio/vHdI0LIIWv1nMEIIZhSOZkZh/8HJ/PFjmD/+8LO/HDneao7aRKOUcoUQPwIeF0Io4EWl1NMp4f8D8Hml1Ds6IkKpBET/OMheHY4Q+LSto45ut/fl8EDLRBrtIF8ZsZFyK4lhjAAC4O6hbxqDET4HiclA9xIDl0BE4ACiW8PeFeBboXn894RVqcJE3uj8hfYR/KDGK72m0Igoi13ZTCcKLjxnBy/8/SQSyd6RqWU6OI7A2hAg0mCybloe0lQYDQbSLxG6QkciXQ1Dd0AIbLvHFVDwh/tP58FnpzO1qpH2Lj+bd1X0qRcKsW4z6wtOpoR58dS9vV1UAuGbB7KBEcO6Ms7JDyf4ztdO5j9/uRVNCJSSSGlz/ZWbOe2UEkToewj/ORnnCb0C9Ar2NjRx79b1yBEGdrNA71BoLhDTMd8o5qenX8TZs3J1QnO8P3jX56IZCirxMqr9S1m9X0BHlC07bI74x+rX8bOtj/QTeYCgbvCN8WEuLA+Bbz5Efg3J11ORsxrk/QfXbWpia0c9juor8gpfK4j7C0AKNKFwFsQITI+ysLieMjPO2kgpG6NlHFXMpoThdxlcMn8nz62aSFNbCE2TGIZLPOHDMHRs28Ud7mBfGEX5lbfmLMG3009Bt48fXPYBhhWW8akv3N4vrfHh0ITk3v+9h+KCWP/AV3ypFAESQRKwQPgQJfejEquh63/o790kQJ+GVvYQXV1xXnltD47jMu/U8YeNVO7htf11XHf3P0g4LlIp7wUhFaFWwdiiIm68fAGLcuKe4z3A0XrRvM8E/lVU++dBZakQY56BVvLXw57f7SS57MX/R6fd3cdeDQV6gn9Oewq/JtkeK+EPTeezMyqoDIT47ITzOaNsKhE7zn9v+SfPN2xBKkmZP5/LR0ylufMfkEhQUWcTiAtmTW5n3Og6Xmgv58Gm8WyIlTNQ3HW8ekEZQesSfHfkITo1tNS+nsLNJcUhPv2JBTy0bC1bF+5BGv3PDeoWj5z97+SbXs6YVa/t4Yf//cighcMtU2f82DIOHmpm8bw6Zk7cztxp1T2GIfx+0PJvQvgvQMXuAnsbmDMQwY8h9DKUclEdN0F8mWcUR4AoQJTchdBHHPZzGIyL/+8Odjdl5k4/dfQI7rzmymNqM0eOdyI5gc+CUjaq8UxQHf13iACi4JcI/7lHbGN/pInvbbqP3V2HAMUEfys/HLOa0f4IW2NFfGHXIuKqN9LRr5l8e/oVnF/puWDa0sGWLkHDh2z9LCRfpq/pRimLld0XcM+hENsjDrHDpH3NSqqEn4hpXlCPpvCbJj/9/oeYM3sMd+5byf/teja9jtBDUPfx3RlXsLhiRnqb7bj86vfP8vSyLd7ftosQcPLM0Xz5hqWMGelHtV4FTi0QQyoLEGjhLyFCH0FoBUfsrnJ2Q3IT6MPAmpe2rQ8V23WZ8ZNfZ83TYuk6m//jxmNqN0eOdyLvm2ySQ0EIE4p+j2r7XCrI1AE08H8AfJl23WyMCZfx1zO/SHsyCtG/kp94iJ6I1t8dmEFc9X+kcWnzq+2Pcd5wL8eIqRmYmuGtByRfoa+4uwr+dffprI+aDJaKGEiZPQYRfh8kPt6FvtNCrzE4fXwVN33kQoZXeEUbGuMdGeIO4CiX5kR/m7hp6Hzjxgu44TPnUL2/mdKSMBXDekVbdt0MTjU97qaaSJmuuu+G8OcG7X+/ezEmQJai50PF0DT8ppE1MVZ+zlc8x/uU95XAAwjrVCh7CRLPgOwC33xPZIZIoRVC2RaqTyGNM/MO0uFY7I73r4DTaUfocuJp84eHZ2TZFivimbaRKAR+4bLhCPb2HhfIw47rTXCnJTFmKK459UyGF/X255Ti8TxSt4bYgHUETQhmFWb3AgmHfEyfmsVsEn+MdCxBX2QLuLVgvDVusOB5t1w1ZyZ3r9nUL/Wt3zT41LxT3rJ+5MjxTuJ9J/AAQgtD4Io335DvPOj63/SfV5Xv4kNle7nt0BTuaDwpvV3HJUAr0CuSQgT4Q8Mi7jqUT1Lp9FrUB8/7oQuN00omUOEv4LH6ddjq8ElfktLmpabtzCzqFe4FZZMZEypjb6SBRGok79dMTi+ZyJSCodq+B0vxoEBkD5A6kXzt3AW0Rrt5cutOLEPHdl0+NGsanznjiDPZHDnek7wvBf64oWL0rYyhC9CFy2cqtvFc+ygOJMP4hcOHymowaKOvwO+PNHFXQxmJtEgf3ksmbPh5fsn3AGhPxnileSftySgJ6QyS1gwMoRPS++eYMTSdP5z+Oe6tXsWTB9djCJ0PjjqVD4w8dej3H/wIdP2c/knbNDDGe26LbzGWrvP/Lr+Aby5dSF17J6OLCykMZM+xkyPH+4GcwL8JVPw5Bit7dG5BHfc3T+Cykn3cULkL9PH99r/UtJ2hrJ9eMapXgAutIH+ffyMP1rzKquadlPjyWNGwjeSAMARNCM6rzPTt9+sW11Qt4pqqRUffgSyI4NWo5Kup+rSA0EEEEYW/flPtvlmKQ0GKc6H8OXLkBP5NIUyy1bazhOQTw3bw2eHb8OsWhG9EaP0Fx9QMNCGOqhbz9IJRXDdxab9teWaAT1WdzaeqzgZgVdNOvrnh72kbvaMk351xBcMDRQObO24IYSCKfo+yt4K9AbRhqXKIJ64ebo4cOY6e95Wb5PFGOTWo5ovJXGjUPbHTKxChzyH8izPObY538sEV/5u2g/dgCZ0fzPwXXm/dgysll46cy6yiowuBj7s2r7fsxlGS00omEDJy3iM5crwXyfnBv0XI6N+h66dAqgizkpD/n2jBDwCpl0DXzzx/dxGC4CcQoU8jhMHTBzbyn288iCa8hVVXSf5t6mVcNjK3KJgjR47ByQn8W4hyGyHxPKCBbzFCL0ltb0Y1Xwiqi14zjh/856MV/gzwFkxfbtqOAuaXTaLIyhVuyJEjx+HJBTq9hQi9HIJXZWxXsTtTJQP72ujjEH8K5X4NoQ+n0Apy8Yicn3aOHDmOP7liiyeS5DqypiYWFjjZc7/nyJEjx/EiJ/AnEqOKrJMkZYM+6i3vTo4cOd5f5AT+BCJCnyIz2tMCcxbCGJ/ljBw5cuQ4fuQE/gQijDGI4ttAn4A3kjfBfz6i6Ja3u2s5cuR4HzCkRVYhxFnAT/FSIC7vKefXZ38xXjm+ktQx1yul9hynvr4rEdYcRNkTKBkBYSHehhwtOXLkeH9y1CP4VGm+HwOXKKUWAUEhxPkDDvse8Eul1DnAF4D/Pm49fZcjtHBO3HPkyPGWMhQTTRWwRinVnvr7t8DFA455SCn1curf++hJlJ4jR44cOd5yhiLwJUBDn78PAeV9D1BKrejz5w+Bm4+9azly5MiR481wRIEXQvxQCLEceBAo67OrAmgc5JybgE1KqdVZ9l0nhFgjhFjT1NR0bL3OkSNHjhxH5IgCr5T6vlLqbGAUMEcIkZfa9UXg8YHHCyG+CjQope4ZpL0/KqXmKqXmlpWVZTskR44cOXIcB47aRKOUcoEfAY8LIV4E4kqpp4UQuhDiT0IIIyXu3wU+I4RYLoR4+AT1O0eOHDlyHIFcsrEcOXLkeJdxtMnGcoFOOXLkyPEeJSfwOXLkyPEe5W010QghmoD9b1sHjkwp0Px2d2II5Pp74nm39TnX3xPL29XfMUqpI3qpvK0C/05HCLHmaOxc7xRy/T3xvNv6nOvvieWd3t+ciSZHjhw53qPkBD5Hjhw53qPkBP7w/PHt7sAQyfX3xPNu63OuvyeWd3R/czb4HDly5HiPkhvB58iRI8d7lJzApxBCnCWEeEn8//bu3zWKIIzD+PPlDFpIEv0HFAU7GxHUKCoEsY2tjVaCtiJYCBIUQS0MBETQQhBsFBQbC0M0UfFXKekU7CxEMJXBwtdi58Imud29SLIzt/d+4OD2dopnh93hiuRGmpE03uH8VkmPJb2UNCVpZ4zOXE9pbxhzWdK3mtM6knRN0mzoHVl2rvJa6lbROxg+n4jVt1xF77Hw+WtJk5IUqzOvovmMpA+S3ku6Eqsxr6w3N6Yl6XrdbYXMrO9fQAt4BQyH45vA8WVjJoCD4f0u4FHKvbmxTxOY31FgIrwfAqaBgdVeSwq9uTHb22Niv7qc303heBwYS7k5fHaS7AvoBuAF0Eq5NzfuBvAu9vy2X/4NPtNrm5l005uSUeAegJnNAzPA7nAuxWsp601RWe8AcMHMFsLxHLCx9sKVSufYzB4CB8j2nZiz7McOY6q8JySdAr6wdN+MqHyBz/TaZiaVvYkp603xWlJsKlPYa2YLZvYJFvdMHgOe1F64UjfP3FuynynfEvaDjqm0V9I+YIeZJfVXNX29wK/1Zibr7X96E/GT4t6yc7Gk2FSmslfSIDAJnDezPzW2FSlsljQsaRuAmf0G7gL7ay9cqqx3CLgFHA3P5yFJV2sv7KCvF3hb481M1ttqexMyDZyGxYfhMPA5nPtKetdS1pui0t4wt7eBi2b2PUZgB1VzfEdSK7w/AXystW6lwl4zmzezETM7Ep7PN2Z2KVZoXl8v8G3WY5uZdNMbq60TM5sC/obWZ2TzuFfSuaJriZhb2huzq0hZr6TNwHNgD/Ag3LtnI+YClffEL+A+MBvO/zCzmXi1vXdPtPk/OjnnXEP5N3jnnGsoX+Cdc66hfIF3zrmG8gXeOecayhd455xrKF/gnXOuoXyBd865hvIF3jnnGuofkErb8E0tP0kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pca维度进行kMeans\n",
    "pca_kmeans = KMeans(n_clusters = 10)\n",
    "label_pred = pca_kmeans.fit_predict(FE_train_pca)\n",
    "# label_pred = pca_kmeans.labels_\n",
    "\n",
    "# 取pca的第1列和第2列画图\n",
    "plt.scatter(FE_train_pca[:, 0], FE_train_pca[:, 1], c=label_pred) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）t-SNE 降维\n",
    "\n",
    "    正经地，取前两维画图玩玩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用T-SNE算法，对权重进行降维，准确度比PCA算法高，但是耗时长\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2)\n",
    "decomposition_data = tsne.fit_transform(FE_train)\n",
    "\n",
    "# 画图\n",
    "x = []\n",
    "y = []\n",
    "for i in decomposition_data:\n",
    "    x.append(i[0])\n",
    "    y.append(i[1])\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax = plt.axes()\n",
    "plt.scatter(x, y, c=label_pred, marker=\"x\")\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()\n",
    "# plt.savefig('./sample.png', aspect=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
